{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Datetime</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>25-08-2012 00:00</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>25-08-2012 01:00</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>25-08-2012 02:00</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>25-08-2012 03:00</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>25-08-2012 04:00</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID          Datetime  Count\n",
       "0   0  25-08-2012 00:00      8\n",
       "1   1  25-08-2012 01:00      2\n",
       "2   2  25-08-2012 02:00      6\n",
       "3   3  25-08-2012 03:00      2\n",
       "4   4  25-08-2012 04:00      2"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "df = pd.read_csv('train.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11334d2e8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f12358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取出2018年8月-2013年10月数据用作训练数据，2013年11月-2013年12月数据用作测试数据\n",
    "df = pd.read_csv('train.csv', nrows=11856)\n",
    "train = df[:10392]\n",
    "test = df[10392:]\n",
    "\n",
    "# 进行重采样，将时间频率降为天，数值取平均数\n",
    "df['Timestamp'] = pd.to_datetime(df['Datetime'], format='%d-%m-%Y %H:%M')\n",
    "df.index = df['Timestamp']\n",
    "df = df.resample('D').mean()\n",
    "\n",
    "train['Timestamp'] = pd.to_datetime(train['Datetime'], format='%d-%m-%Y %H:%M')\n",
    "train.index = train['Timestamp']\n",
    "train = train.resample('D').mean()\n",
    "\n",
    "test['Timestamp'] = pd.to_datetime(test['Datetime'], format='%d-%m-%Y %H:%M')\n",
    "test.index = test['Timestamp']\n",
    "test = test.resample('D').mean()\n",
    "\n",
    "# 数据可视化，数据在一段时间内的变化情况\n",
    "train['Count'].plot(figsize=(15, 8), title='Daily Ridership', fontsize=14)\n",
    "test['Count'].plot(figsize=(15, 8), title='Daily Ridership', fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法1：朴素法</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "直接取前一天的数据预测后一天的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Naive Forecast')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112efec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dd = np.asarray(train['Count']) # 浅拷贝\n",
    "y_hat = test.copy()\n",
    "y_hat['naive'] = dd[len(dd)-1] # 训练数据集最后一条数据\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(y_hat.index, y_hat['naive'], label='Naive Forecast')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Naive Forecast')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "朴素法均方误根差为： 43.91640614391676\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat['naive'])) # 计算均方根误差\n",
    "print('朴素法均方误根差为：',rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法2：简单平均法</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "取前几天数据的平均值预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Average Forecast')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12205e240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat_avg = test.copy()\n",
    "y_hat_avg['avg_forecast'] = train['Count'][-7:].mean() # 取最后七天数据平均值预测\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(test.index, y_hat_avg['avg_forecast'], label='Average Forecast')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Average Forecast')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "简单平均法均方根误差为： 47.67423353762358\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['avg_forecast']))\n",
    "print('简单平均法均方根误差为：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法3：移动平均法</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据前p个数的平均值预测下一个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Moving Average Forecas')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1216e3898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat_avg = test.copy()\n",
    "y_hat_avg['moving_avg_forecast'] = train['Count'].rolling(7).mean().iloc[-1] # p值取7\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(test.index, y_hat_avg['moving_avg_forecast'], label='Moving Average Forecast')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Moving Average Forecas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "移动平均法均方根误差为： 47.67423353762362\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['moving_avg_forecast']))\n",
    "print('移动平均法均方根误差为：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里其实应该取训练集最后7天数据均值作为测试集第一条数据，训练集后6条数据加上测试集预测第一条数据作为均值，以此类推"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Moving Average Forecas')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104dc6278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat_avg = test.copy()\n",
    "y_hat_avg['moving_avg_forecast'] = None\n",
    "y_hat_avg['moving_avg_forecast'].iloc[0] = train['Count'].rolling(30).mean().iloc[-1] # p值取30\n",
    "# 预测前30个数\n",
    "for i in range(1, 30):\n",
    "    y_hat_avg['moving_avg_forecast'].iloc[i] = (train['Count'].rolling(30).mean()[-(30-i):].sum()+\n",
    "                                                y_hat_avg['moving_avg_forecast'][:i].sum())/30\n",
    "# 预测30个之后的数\n",
    "for i in range(30, len(test)):\n",
    "    y_hat_avg['moving_avg_forecast'].iloc[i] = y_hat_avg['moving_avg_forecast'][i-30:i].sum()/30\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(test.index, y_hat_avg['moving_avg_forecast'], label='Moving Average Forecast')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Moving Average Forecas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "移动平均法均方根误差为： 45.687429236844885\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['moving_avg_forecast']))\n",
    "print('移动平均法均方根误差为：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对比简单平均法提升并不明显，这里有两种方法提高预测准确率  \n",
    "1、调整p值  \n",
    "2、为每个日期的数据赋予不同权重"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法4：简单指数平滑法</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对时间点T+1的单步预测值是时序的所有观测值的加权平均数。权重下降的速率由参数α控制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'SimpleExpSmoothing')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1283f74e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.api import SimpleExpSmoothing\n",
    "\n",
    "y_hat_avg = test.copy()\n",
    "fit = SimpleExpSmoothing(train['Count']).fit(smoothing_level=0.6, optimized=False) # α=0.6\n",
    "y_hat_avg['SES'] = fit.forecast(len(test))\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(y_hat_avg.index, y_hat_avg['SES'], label='SimpleExpSmoothing')\n",
    "plt.legend(loc='best')\n",
    "plt.title('SimpleExpSmoothing')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "简单指数平滑法均方根误差： 43.357625225228155\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['SES']))\n",
    "print('简单指数平滑法均方根误差：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法5：霍尔特(Holt)线性趋势法</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每个时序数据集可以分解为相应的几个部分：趋势（Trend），季节性(Seasonal)和残差(Residual)。任何呈现某种趋势的数据集都可以用霍尔特线性趋势法用于预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x126cac860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "sm.tsa.seasonal_decompose(train['Count']).plot()\n",
    "result = sm.tsa.stattools.adfuller(train['Count'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中可以看到数据呈上升趋势，可以使用霍尔特线性趋势法预测数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Holt Linear')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GLfp9CtIRrIDrGIrkLvnyl7+Mr3/96zjppJPwL//yL9aBuPe+97340Ic+lDu498EPfhDLly/H8uXL48hEO5YsWYJrrrkGZ511Fk466SSceuqpePTRR7Fw4UJ84AMfwMte9jK89a1vxcknn9zzZySEEEJsBFLSSR40lJMsffA3nHKIuRC8X7VqlVRZX8XatWtx3HHH9elEBxb8WRNCCOmEl/zvG/GKow/Gv5z/in4fhZRlw73A//v/wq8/vQ1wq/09Tx8RQtwrpWzbqkAnmRBCCCEd4dNJHjyUkwwwclESimRCCCGEdETAZSKDh9RaLTi8VwqKZEIIIYSURm3bo5M8YNBJ7pg5LZLnQl56f4c/Y0IIIZ2gNu3xXx8DRkoksyu5DHNWJDcaDYyNjVHEzSJSSoyNjaHRaPT7KIQQQgYE5SDzX88Dhi6MuXWvFHN2mcjy5cuxYcMGbN26td9H2a9pNBpYvnx5v49BCCFkQFAimXGLAYNxi46ZsyK5Wq3iRS96Ub+PQQghhBCNQNXt9vcYpFN0kczBvVLM2bgFIYQQQuYedJIHFP3vi5nkUlAkE0IIIaQ0zCQPKJKZ5E6hSCaEEEJIaeK4BVXyYMFMcsdQJBNCCCGkNLGT3OdzkA6hSO4YimRCCCGElIaZ5AFFzyH7FMlloEgmhBBCSGl8ZpIHEzrJHUORTAghhJDSKHEcUCQPFimRzMG9MlAkE0IIIaQ0SbsFVfJAQSe5YyiSCSGEEFIaP2DcYiBJLROhSC4DRTIhhBBCSpPELaiSBwo6yR1DkUwIIYSQ0rACbkChSO4YimRCCCGElEbFLegkDxh6BRxFcikokgkhhBBSmrjVghp5sKCT3DEUyYQQQggpjeQykcEkNbjHCrgyUCQTQgghpDQ+M8mDCZ3kjqFIJoQQQkhpgkhr0UkeMCiSO4YimRBCCCGlUeI4CNpcSOYWFMkdQ5FMCCGEkNLQQR5QKJI7hiKZEEIIIaUJuExkMNEr4Di4VwqKZEIIIYSUJl4mQo08WKScZD//OhJDkUwIIYSQ0gRcJjKYpEQyneQyUCQTQgghpDQqbkGJPGAwk9wxFMmEEEIIKU0St6BMHihkFLEQLjPJJaFIJoQQQkhpVNyCGnnAUH9hbo2Z5JJQJBNCCCGkNGy3GFBU3KJS6z5ucfNngcdunLkzzXEokgkhhBBSmniZCDXyYKHcY7fW/eDeff8MPPrjmTvTHIcimRBCCCGl8ZlJHkxkAAgHcCrdO8kyOKDyzBTJhBBCCCmNZE/yYBKL5Crgd9tuIQF/ekaPNZehSCaEEEJIaYIo2kqNPGDEItmlk1wSimRCCCGElMaXXCYykEg/rH9zqz2IZAl4dJIJIYQQQjIwbjGgSKllkrt0g2UA+M2ZPdcchiKZEEIIIaVhBdyAkhrc67InmSKZEEIIIcROvHGvz+cgHRL4gBOJ5G5zxTJg3IIQQgghxIYfsAJuIGEFXMdQJBNCCCGkNDKOW/T3HKRDlEjuaXAvYAUcIYQQQoiNgMtEBpMZq4BjJpkQQgghJIOKW9BJHjBUBVx9PjC5o8t7BIBHkUwIIYQQkkE3kOkmDxDKST74aGD70503XKi/azrJhBBCCCFZ9Oo3auQBQvUkLzo2zBXv2tDh66NVixTJhBBCCCFZfF0k9/EcpENUBdyiY8Lvx9Z19nqKZEIIIYSQfPQsMheKDBAqbrHo2PD7sSc7fz0Q9iQfIH/vFMmEEEIIKY1k3GIwUSJ55FCgNgJs71IkQ3bfjjFgUCQTQgghpDS+ZiXTSR4gZBC2WwgRDu91G7cADpjIBUUyIYQQQkrD6rcBRfqhkwyEkYuORbL2F3+ArKamSCaEEEJIafS4BZ3kAULFLYDQSd65vrMauJSTfGCspqZIJoQQQkhp0nGLPh6EdIaqgAOAoYWh6G2Od/B6XST34CTf+w3gm7/f/ev3IZV+H4AQQgghg0PAZSKDiaqAA8LBPQBo7gUa88u9fqac5B99NPxzz2ZgdGn399kH0EkmhBBCSGkCSSd5INHjFrFI7sRJnqFM8iHHh38+eUv399hHUCQTQgghpDRBykru3zlIh+giuR6J5Ok9nb1e0UvcQonkdTd3f499BEUyIYQQQkrDZSIDiqqAA9Jxi05er5iJwb0nb+lscLAPtBXJQogjhBC3CiHWCiEeFkJ8LHr8YCHET4UQT0R/HhQ9LoQQXxZCrBNCPCCEWDnbH4IQQggh+4aAa6kHE70CrjYc/tnt4F4vcYt4c18T2P509/fZB5Rxkj0AH5dSHgfgVAB/LIQ4HsBFAH4mpXwxgJ9F3wPAGwC8OPrnAgBXzfipCSGEENIXAlbADSapuMVo+Od0t05yD8tEZAAcdBTwyWeAxcd2f599QFuRLKXcJKW8L/p6D4C1AJYBeAuAb0SXfQPAW6Ov3wLgn2XILwAsFEIcNuMnJ4QQQsg+J+Ba6sFEr4CLneQckTy1K/uXO5MiuTIEVGrd32Mf0VEmWQhxFIDfBHA3gEOllJuAUEgDOCS6bBmA57SXbYgeI4QQQsiAwwq4ASXwAadEJnl6L3DZkcD1f5J+fCZFshiMkbjSpxRCjAD4HoA/kVLuLrrU8ljm/4qEEBcIIVYLIVZv3bq17DEIIYQQ0kcCLhMZTGQAiEiiFWWSpyOJd+81wMT29OsVXi8iWe5fIlkIUUUokL8ppbwuevgFFaOI/twSPb4BwBHay5cD2GjeU0r5NSnlKinlqiVLlnR7fkIIIYTsQ9KDe1TJc4bNDwGP/Ef+87qD67hAdZ69Ak5vrviFNlY2UxVwulif45RptxAA/gnAWinlF7WnfgjgD6Ov/xDAf2iPnxu1XJwKYJeKZRBCCCFksElXwPXvHMTgnq8BP/54/vN6BRwQRi5scYvAS74ee0J7vfaXfYDELcqspT4dwDkAHhRCrIke+xSAywB8RwhxPoD1AN4ZPXcDgDcCWAdgAsB5M3piQgghhPQNP9AH96iS5wyBV1zpplfAAWHkwna97iTrgnnG4haD4yS3FclSyp/DnjMGgDMs10sAf9zjuQghhBAyB5Fst5ibBB7QmgCCAHAsTq3p4NZH7BVwgSaS/RyR3IuTjP0sk0wIIYQQApjtFv05w11PjuGuJ8f68+ZzFbW9zpu0Py+DpN0CyI9b5DnJev78hYeBn17c3f8A9rO4BSGEEEIIAMCfA8tEvvSzxxFI4LRjTuvL+89JZCSSmxNJe4VOYIjT2ggwsc1ynWf/WneSH/pu+NxpFwIjh6AjBkgkD8YpCSGEEDInkHNgLbXnS3h+0P7CAwnlJLdycslmFjgvblEmk6wet7VjtIMimRBCCCH7I4GulfrkJPtSpgYIB4Y9m9M535kk0JxkG6Y4zR3ci/LGTjVfJCvyNvYVsb/1JBNCCCGEAOm4Rb/aLQIJeIMmkpvjwJdXhlGF2UDFLVpFIlnPJI8WV8BVh9qLZDrJhBBCCCEhwRxotwiCAXSSp3aHUYjxWdoyHDvJeXELWwXc3uxfoopbVBolRHI3TvLgVMBRJBNCCCGkNHIOLBPxAzl4TrJqnbCJzZlACdpCJ9mogJMB0DLaMFQFXHXIqICz/Ly7dZJzm4XnFhTJhBBCCClNaplIn0b3Alk8uCelxFdvfxJb9/SwPnmm8aKzKMd3ppHtnGRLBRyQjVz4mkhum0lm3IIQQgghBEA6bhH0qWCinZO8efcU/ubGR/GfD2/eh6dqg3Js5SyJZPWXkeck2yrggKxIVsK4VNyiG5HMwT1CCCGE7Ifo/9W9X05yu3YLzw+fm5iepSaJbvCmwj9n6zcLWabdwqiAA7K54k6c5K4zyYMhPwfjlIQQQgiZE6TiFn2KBcs27RbqufFmKBx3Tbbwg/uf3ydny2XWnWSVSS7qSTYG94BsPCPoRCTv33ELbtwjhBBCSGnmQruF36bdQuWVxyMn+U//bQ1ueXQLfuOIhXjRYss2un2BcpJnbXCvjJOsZZKdavQ6w21Xw3qVHJEsnPDr6vB+n0mmSCaEEEJIaYJUu0Wf4hZB8eCecpInmqHIe2prF7GAmSaOW8zy4F5uu4VRAae+Np1ttUwkz0lW4nn+4V3GLQYnk0yRTAghhJDSpAb3+rZMpNhJVs+NT4cCcLIV/lmr9FGctZSTPFtxC+Uk5whX08FVTRems90ublFthFGN+mgPcYvBqICjSCaEEEJIaVJxiz6doV27hekkT7VCgRf0s1tZ9STPlpNcJm6hV8DFTrIhkn1t455vEcmrzgcO+jXgge90uZZ6cOIWg3FKQgghhMwJdJ3Zv7XU7ZxklUmOnORogK9fGWoAmpM8y+0WZSvgYpFs/FCUk1ypG05y9OdLXgf85nsOCCeZIpkQQgghpQl6bLfYNdHqeaV0ELVb5In0uAIucpKbUX65X/EQADO3ce+OLwH3/GP28bZrqU2RLOzn8VuAUwkH+6yDe9Hr6qOsgCOEEEIIUaQzyZ29tuUH+K2/vQXfu3dDT2dQIjtPbPtGBZyiryK5NUODew9/H3j0+uzjna6lVl+b5wlaoUB2KuHX6memt1sA4TKS6d1dfIDBGdwbjFMSQgghZE6QroDrTHROewF2T3l4YfdUb2eIRHBeLjnOJBvLRGwiWUqJ939jNW559IWeztQWb4YG9/yWXWgrEducAO7/JjC1O/t8SiTnDO75HuBWw3/0502RXB8NM8md/uJBJ5kQQggh+yPpCrjOXutHMYhWQX1bqfvIYifZU5nkjJOcvXbXZAs3r30Bv3xmR09nastMVcDliWT12JaHgf/4MHDbZenncyvgLO0WTiUZ8lMOdUYkj4TPeR3+wjNAIpntFoQQQggpTRBIVBwRZoI77LdQ4rXp9xZ78Ns5yUYmWWFzkjdHrnbTm6WBOsVMDe75zewCECD7mGMI0by4hTrP7k3A9qfC+7tR3CK+b90ikueHf07vDZswyjJAInkwTkkIIYSQOUEgJVwnHN7q9L+0Kwe4V0EatHGS1eMtX6beK7C87aZd+0gk2wb3vCbw7+cB29aVv0/g2SMb5mOjhxvP51XARa+7+yvAtWdFcYtaIpL9VvrceiYZ6Hzr3gAtExmMUxJCCCFkThBIxCK500G4RLz2KpLDPz2b6kXaYdbdZKuTHInkaW+W+osVtsG93c8DD18HrL+r/H1yneSczXlA8ttBUQWcNxUO4gVau4V+X1smGei8Bo4VcIQQQgjZH+nFSfZmKpNcst0CAPZOlxPJs+8kWwb3lPBU3cRlaDe4F7/fdPa5oo17MgAgw8E/t1oukwx0XgPHuAUhhBBC9kcCGWaS1dedvhZIeou7en9NAHs52WbdSd4+njiqNk0di+QehXtbbIN7sUjuwMXOHdyLYhLxdW1EstmTrO45vTupgFP3BbTfiKLX1SInudOtezJI7jHHoUgmhBBCSGmCAHCjobBOx+88LSvcLb4mzPOd5ETwbtmdiMWiwb3p1mwP7lkyybFAtcQn8gha+XELNUwHtHeSzcE99ef0HsCtaCLZzCRHArcSCXI91lEGOsmEEEII2R/RneROe5LjTHIP0QZdGJfJJG/dm4hF23n3uZNsi1v4ncQtcjLJ0geOfzPwhv8DNBYaIjl6z6JlIuqa6T2hk+y2ySSrzHLHIpmDe4QQQgjpA/c8vR1//9PHZ+3+PbVbzMDgnu4Gt6uAA4CtexKxqL/t1j3TuP6BjYmTPOsVcJGTHPTgJAd++Bpbu0XgA/MWA6+4AKg0SsQtipzkEplkJaI7EfjqPgMiktmTTAghhOxH/P5Xw6aEP/2dl8zK/QMJVFwRf90JSiT3lEnW3rNMJnnLnmTZhS6wr7h1Ha6585n4+1kXycrZ1QWucmkDH3jip8DO9cDJ5+ffQwnSzCrpaOhOCdtK3R63SFXAGYN7SrxP747aLcxMsimSVdxi/xXJg3FKQgghhMwJgkB3kjtdJtK7k6zHLXrJJNcraQm0z3qSrYN7LeD+fwV+/vfF91DRBlMkx3GKHJEcFMQtTCfZm0ovE8nrSXb3/7gFnWRCCCGElCaQEjXXib7u7LX+DAzupdotctdS52WSk2vUGRpVB4cvHEJzX/Uk5w3uBR4wtav4HsrVNeMZSgSrLXsZJzn64IUiWfv8bq19T7JykjsZOlQOGijQAAAgAElEQVT3GRCRPBinJIQQQkhbgk5VazfvIQEnXgax75eJlGq30ER4npM82fKwZLSOhy55HVYsX2iNW/zLXc/ghgc3dX3WGCm1jXs2J9kLHdvp3cV1cLGTbIrk6Hvl/rr17jPJ6j5mJhmG0I6d5m7aLVgBRwghhJB9yDbNNZ0t/EB2nUlWbRS9RBuCDtotGlUn5STronqi6WOo6qLiOqhVHOuZrrnzGVx7z/quz5ocyBJ9ALR2Cy+pWityk83oQ3wfM27RCFdem++TWiZSIJL1uEWmAs7MJLMCjhBCCCFznA07J2f9PaSUcU9yx8tEIp01605ylJseqVdS4lc/7kTTx7xaKCrrFcc6TDjZ9LFjokMRaMPT/l7y4hZKAE/uyL9PrpOs4hZKJNeSyjmguALOttAkVQFnLBPJZJK7iVvQSSaEEELIPuT5HYkY63SoriyBhNaT3NlrlfPbUyZZb7coyCS7jsAhow3jtcn1Uy0fQ5FIrlUc6zKRyZaP7XtnQiS3cZL1BSFTO/Pvk5dJjtsr2sQtUu0WZZ1ks91CJPcSDp1kQgghhMx9nt+pi+TZeQ9f60nu1EmekZ5kvd0irwLOD1BxBM457dfSr81xkms5TvJE08f2mXCSWzlOclwB52kiuShukdNuoV4r8gb3eskk5wzuAWHkolORjMFptxiMUxJCCCGkLSkneZbeQ2ob9zol7kneBxv3Ko7A21cuy31tmEkO3dJ6xYUfSHiaUA4CiWkvwFQrwESzw0hB5kCW6AOQjjrEcYsCJznOJPvp34IycYsOKuBMEQyUq4ADQpHMdgtCCCGEzHV0J7lTl7csgUTPTnIvy0T8Ehv3wuFCB/WKi39+3yk47/SjAKQjKJNNLxW3MM81pVXCbR/v0U3WnWTr4F7JuIW+uCOVbW7Tk2x1ks1lIkYm2TEzybbhvwrjFoQQQgiZ+4xpYm62RLIfyB4yyTMct2iTSQaA//GSJfiDU44MX2vGLaqRSI56n3WHe6KZiMYd4x1ulcscKHKSK0OGk6zFLco4yYF2Dt3BbVsBp4bubJnk6LmUk1xi4x7QedzC1tc8hxmMUxJCCCGkLfqmudnKJAepdovOXwv0NriXcpJz7uMHQSoSIkTW+Z7UBvfq1axIntRE8th4j9V6SiTX5qX/YtTXgV4BV+Qka4I0JZKNwbxKPacCTovJtF0mkpdJFunrOmm3sAntOcxgnJIQQgghbdEjut06yZ4fYNdEvnMqJeDGJmSHa6kjUesHMtcFbof+Gcs4yQCgvkyJZH1wL/pA+kKRyZbmJPc6vPfwD8I/Rw/LabfwErFZOLinC2OLI50a3GtXASfSz6UG90r0JAOh49yRk2wR2nMYimRCCCFkP0EXgd0u37v2nvX47b+7LVcAh3GLUD50qsN1Udtt5CIom0lOieS0k9z0AniBTLVbAIZIbuqZ5B7iFg9/H7jvG8DpfwIsOjZ/415QZnAvz0lWg3ta3EL6iai2VsAJAEI7gxG3yPQk5w3udfCziYU4RTIhhBBC9iG6CO3WSd6yZxrbx5u5AjTopQJO9i6S/VQmOafdwjed5Oi80eVKADeqaplI+GdeJnl7L3GLZ+8CaqPAGReHIlV3gANLJrmwJ1nPJOv3UZlkLW4BJLnkvJiD4+ZUwNl6ki15YqeaHiZsB+MWhBBCCOkHugg1NxeXvkcgU3+aSH2ZSIf39lJOcncivky7hRcEqLqJxFEbmJWon2iFwm9eTVXAKSc5EZ5TrRlykqd3A0MHJcs3bE6y3m5RpgIOsA8ACkMke21EsnByMsm6SC7qSa52GbcYDPk5GKckhBBCSFtSM2FdNiUrEZobZejFSdbc467jFiXaLfxMJjndxqGcZDNuYXOSXUfkOsk7xps44+9uw2Ob9+QfeGoX0Jgffi3c9G8vev1aqQq4Dgb39OttPcnq+1wnObpXpifZHNzrxElmuwUhhBBC+kA6btHdPZQIzdtmF0iJittdBZx+y24XiqSXieQP7hVlkpUAjtstLD3JanBv6fxGbgXc+u0TeHLrOH71XIGwndoN1COR7Ljp7G9cAdfS4hZFg3sl4xaucpKj4b1Y4GqZZCAUq3HkQ3eSK/aeZFPcuoxbEEIIIWQAmIlMsrqFbZudlDJqtxDx952dbwacZO0tvZx7ZJ3k6PHovEoAZwb3WvrgXigOly0cyl1Nre5T2H4xvQtoLAi/zsQtbBVwu9JCOvXBcnqSc+MW0bly4xauvSfZmknOE8mMWxBCCCFkjpNut+gyblGQSVYPxe0WHd57JjLJZdotPD9p4AD0nuTw+9hJruZv3FMC+LCFDezI2biXiOQCN1WPW5iDe3omWQbhgJ8MgGZOfCN3cM+ylhpInOT4+bKZ5Jp9cC8jkrtrtwgg8ODWB8u/rk9QJBNCCCH7Cbqw7XaZSFCQSVbPxZnkDjMdQUokz0S7RblMsul8T2biFtl2i8lm+PWi4XqqM1lnKrrPziInWY9b5A3uqbXV9dHoe63jOPXB9AUhlsE9vQJOvz43bqFVwOn/g3EroaAWTrGT7FQ6ilvIIMDP5g3h95/9Ds6+4Ww8tfOp0q/tB5V+H4AQQgghM0Mgw2hBIGfLSU6L5F6c5Ga3Irlku0W9mkiceJlIoOIW6XaLmqXdYqLloVZxMFJ3MdnyIaWMHWlF27iFlMD0Hi1uYQzuKYdXieTqUPR4zhY737KKWv86E7dQmeQSg3u6M63yyE6lTdyi3OCelBK3PXcbrrr/y1h76BIcGbTwuVd9DkfOP7Lta/sJRTIhhBCynxAO1TloekH3g3vx6uisiFVR2aTdorN7p5aJdDm4V6bdwty4p8Stb8QtzI17upM81fQxVHXRqLmh1vWCuFdZ0TZu0RwPBWojb3Av+tozRXLO/TpttzAr4BzL4J5t455bViQXZ5KllPjv5/8bV6y5Ao+MPYIjhg/HX20dw+/9j4+gcsybcl83V6BIJoQQQvYT/ECi6gg00XkUQr+H/qeOEtCVrgf3ZqAnWW+3yLmHmUlWejk3blHNbtybiNZWz4uE8WTTz4jkqWjQLzduoZoq6noFnC1uETm+sUi2xzvSmWRLS4a+lhpoXwGXWiaS4yT7RZlke7uFEsdXrbkKD409hGUjy3DpKy/Fm5acjMr/PSGJhcxxBuOUhBBCCGlLYDio3aAM5DKZ5F7WUjf9HCHYBv1YeRv32q2lzgzuuZa11K3QSVZCerLl4yDjfdTCkdxlI9O7wz9jJ9lJC2AlTE0nOS/CkNduEVfAGZnkOG6h+oltTrKlJ9mtJPdLOcnG/7aMwT0pJe7YeAeuWnMVHtj2AJaNLMNnX/lZvOmYN6HqVIFdzyfvOwBQJBNCCCH7Cb6UGIqG0LqvgCtwklXcQnS3TCSVSfZmsd0iCOC62cE9dflky0fVFfFWPlvcYrLpY6jmxu6xbXhvUhvck1JCTGwHxrcAS349FJRTSiTnVcAZIr/SLpOcs3Evt92imb62k2UiQFYkwxDJThi3kFLizo134spfXYkHtj6Aw4YPw2dO+wzecsxbUFXRjfAm9nPMUSiSCSGEkP2EILUNr7t7KHFc6CS73Q3upeMWs9tuUUllksM/Ay1uMaRFJxxHoOY6mQq4oaobX6cEsY4Szl4gsXfaw+h91wA/uxT4yy2hUI3jFjmDe+YvGdVGdNAOM8m5PcnGMhFbBZz6zSfoPJMsnQruqgBX3ngOfrX1V1g6vBSfPvXTeNuxb0vEcWsSePDfgd88Z+B6kimSCSGEkP2EIEDsjnbdbhE7yZbBPSOT3PFa6hkQyfp75uWazcG9OG4RqLiFFzdbKGoVJ7VMZKLpY7RRieMWUzYnWXts50QLo0qkBh6AuiVukdOTrKh0kkm2De7lVMDlrqUWaSe50giFtZMXt4j6saXE3ZvvxlU77sR9Sxbg0PHN+PSpn8Zbj30ram4t/R6P3wT88CPAslVAbZ79HHMUimRCCCFkP8FPrYzuMs6gnGSLAFUiN14m0uFbeDPuJHeaSQ6/n4iiFDq1ipPKSU+1fBwyWk+cZItIntLc5R0TTRwRL+CIHldOsl4BBxkNwYmsGO4ok6xXyalMsjG4Z7ZbZDLJxuDewUcD254ARpeGj7lZkXzPpntwxZorcN+W+3CIO4T/vW073v6x1aip9zRpjkdnmUyccopkQgghhOxLdHHYa9zCFmVQg20qp9upEA+i83mBRLPHdouqKwoyyRKupd1CudBTrWxTRS2qzlNMtsJ2C3XdREHcAohq4BzdSUbiJNc1JxkIxbFbyTrJbXuSu41blMwkH3EK8P6fJY6v5iT/sjmGKxfWsPon5+OQoUNw0SkX4cwXnkN93d8Ui97WRHT2ljZASJFMCCGEkH1EEIvH3uIWcU+yRYCqzG6j2r2TPFR1sWfa67onWb1n1XXye5L9wMgki9C4jS5v+RI1Nz2EVq86mQq4oZrbNm4xXHMx3vTDGjglUpXwnNoVCk0lflU42jYsBxT3JG9bV9BuYQzuqciDuXHP2pOsLRMRbiKQAcCpYLW3E1fe9D78cu8aLHFFKI5fcibqbh0Y+7/J+6QG9DTUohS/yUwyIYQQQvY92ZXR3d4n/NMWZVBOaz1u0Ojs3n4QoFGLRHKPG/fqFafQSa4YItgRIna+/SBcuqJjOslTUS+yWjhiHdxr+jh84RCe2LIXO8abQM1wkqd2h1ELJY5jEe2n/1SoTLJvOMlP/zfwjd8DhpdEW+6aRruFUQEnRJhLVk5ykCNOzWUi2vP3b7kfVzQmcXfzSSzetQufbByDM59/Ao3jzk5enxLjw5mfDwC7SB4QBkPKE0IIIaQQ3xiqkx13T0T3KcgkJyK5O7fal4kL3WsmuVbJd5LNTDIQRi6S5o4g0yddqyQiWUqJiShuUZhJbvlYuqABIYDtqbhFdO307iRqAWSfzzjJqt3CEMlP/CT8c3yrvSbOljmu1LUKuCKRrGWShYM1W9bgAz/5AM698VyscwL8L7EEN779RryndhgatmUiQFbU66i4hTd4TvJgnJIQQgghhSizUDmkXaYtCnuSlbCtRSK58wq4IHahu80kq/PV2jjJrlF3JoSIne9wI58Rt6gkcYuWL+FH0ZDCnuSWj+FaBaP1CnZNNBMnN3aSdyXNFoDFSTbbLXIq4J66Lfk6FtIFPclAJJLbZJIdN/4fypqKgw/uWo1zbjwHj+94HB9/+cdxo3cIzsV8NCqNnGUiSiTnr6Zm3IIQQgghfcV0kruugCvoSVZOa63ihO1hnS4TicRpzXV6d5Jdp3S7BRA6yeq8XiAxz4hbVLQzTXmhqGxUXdSjzzpliVtMtQIM1VyMNqrYO+1nRfD0nmIn2Tx/NcoD6y7x+Biw+QHtoBaRLC0i2akmYjs3kyzwgL8XV978IdyxZBQHtXbhz17+Z3jXS9+FedV5wD3/pp3FtpbayD7b4OAeIYQQQvqJEsXJ4F539ylst9Cc5DDj2/kZXUeg6oquB/eSuIVrjYRIGbrAZpzCFSLlkttEdLJXQ0aPCQghMFR1c53kRtXFcN3F+LSnOclKBHuJqAUScah+cHlxCz2+8PTtxjUWIa2+1uMWbiW5j6Un+aFtD+HK2jj+29uFhdu240927sVZL3035p14XnIPxy1cJhKL5Lw2DoBOMiGEEEL6ixJ2bo9OciBLOMmuA9HFe3iROK1WuneS1VvWXGEV8kmXc3ZwT71ly89mkl1HxGdSt1WXDFVdawXcVLS5b7hewXjTS3qKY5Hsp93bWCTnZZItAnhsXfjnohcDY08kQrpoLTUQOcn6SmkAwsXDYw/jyjVX4r82/BcWOgIfE4tx1juux/BlRyWiN/6hVNNb+zJxjUhGlopbTFMkE0IIIWTfo/cHA90vE0mc5KyIbZlOchf3Dp1kp/ueZC2TbLuHEveu0W4RVsAlTnLV0n6hPrvZFNIocJKHag5G6hXsmfKymWQZpN3ddoN7tkyyumb+YaFItg7uGT3JQNRx3Iqff6RWxVV3fQa3bb4L82vz8dHf/Cj+4O5vYbhxEFAdDt/HjGO0WUudxC1ylp8ARtyCIpkQQggh+5gkk9xj3ELrEjZJOcmicydZieQZySRXHEy2suLMy3OSnXQFnDnY5zpJHEO58iIaVBuquZme5JYfxL3PI/UKNu+asle86YKwXQWcNUoRXTN8SHRN0eCeJuvcKuB7eHT7o7hy/Y9w67LDMDr2IC5ccSHOPu5sjNRGgHu+Y/QkW5xiv0uRrF6Xilswk0wIIYSQfUzSbqF6kntbS22LMpiDe51ayV6gZZK7FMnqfDXXsa/O9tO/LChcrd2iFQQZEe2mnOToseiaeTU305OsnOVGJJLTmWQlLKURgShZAecbLrFwgZFIJMdOsk0kJ5/5MVfiytbTuOVH78SoU8OHd+zEe877MUYXHJm8TlXASYlwMK+dk2y2WxTELf7tPcDIEs1J1jPJInv9HIQimRBCCNkPCIx2iy6N5OJ2CyNu0Y2TXKu6Ydyi28G9eJmIaxXyXvTbgrlMROiDe5YKOMfJxi3UJba4hWq7aESZ5D3TniaCdXdWe584k5yzcS+vA9lxgeHF4fe21dVKSAN4fMfjuGrNVbi5vgej0sGHf+PDOHvvFOY/eQlQ05o21HlkkB+DSInkgnYL24bAHU8DUzsTJ9kbPJHc1u8WQlwthNgihHhIe+wSIcTzQog10T9v1J77CyHEOiHEY0KI183WwQkhhBCS4MeDezOzlrpo416tEg7udfoWfiDhqExylyI5Xr+ds0wk+TlY2iu0ocTsRr7k8/hm3KLqYrKVPq8SzUOakyytcQt9cM9YW52pgLOspVYxiOEl0TWWhSOBjyfqdXz8to/jHT98B36x6Rf4UDCKG+Xh+KMVf4T58Sa+nGUicUVckUi2OMmO6kmOzrvzOeCq04E9m0MHeWrXQLdblDnlNQBeb3n876WUK6J/bgAAIcTxAN4N4IToNVcKYXr3hBBCCJlpkgo4NbjX3X1KOcmucpI7v3fFERhpVLB3uqA2rIBAhoK24gjrGXMzyULEmlTFPnRcR8QutfrZuZpINnuSY5FcczHSqCCQwLTSvHnDbm3jFjlOsnATkazc5kiIr9uxDp/Y/gu8Y+ki3LHxDlxw0gX4z3f8J/5YHIwFgXYP/f3j80Qi2VIRFz7fbnDPWCay7THghYeALWuBphLJtrjFYIjktnELKeV/CSGOKnm/twD4tpRyGsDTQoh1AE4BcFfXJySEEEJIW+LqM5VJ7rbdQoskmOiDe+hicE+J0/mNKjbsmLBes3HnJL5193qc/6oX4aDhWuZ5P+padp3iCjhzMC/lJPtBJrMcimgZvweQGKtDNRcTrbSoVxllVQEHAJO+QAPovgKuYsskq7hF2kl+ano7rrr9f+GmZ27CkHDw/r1TOPf9P8fCxsLoA1WS+rY8EZyJW5giumRPsnKS1W8hrYnQQW5NJvf2W4hDQAMikns55YVCiAeiOMZB0WPLADynXbMheowQQgghs0gwQ+0WQZGT7IUDb44j4HSRKw0CCVcILBiqhpVpFm55dAsuv3UdXvE3P8PzOyet93CEiJzkbGSjqN0i0OIUmcE9zUlOMslaBVzTHrdoVF2MKpGsPlJeBZwSh3lOslsLrzfbLYSIM8lPB9P45JJFeOvG63H7httx/svOx38e/Bp8dG8zEchA6PJaepJTxCK5YG21ftZcJ9nY7NeciITyOOANbk9yt6e8CsAxAFYA2ATg76LHbf8XY/0/UyHEBUKI1UKI1Vu3bu3yGIQQQggBElHc61pqdR+bAG16AWqVUDp0UwHnBQFcV2D+UAW7J+3dul4U6Wh6AW5+5IXM86pGLs9JVq/PZpKTCrhWIDM9ynq7hTRE8lA1WwE3HWWUh2qJkzzRiu6pD+bZ4hbx80YFnFtN9xura4SLZ/xJXLRkEd76wk24dd4Qzht5KW56x0342MqP4SA46fo3IFvfBtid5MAviGNU0q53u7iFunZyOzLybwB7krs6pZTyBSmlL6UMAPwjwkgFEDrHR2iXLgewMeceX5NSrpJSrlqyZEk3xyCEEEJIRBK3CP/V3usyEZuT3PKDeO11N2uplYM7v1HFnmnPKnL1fuant41n7yFDN7rzTLIWJbGtpXa0uIXSjHFPsoPJlp/6meqDe8P1UFxOeNHzuoOrxzoyg31B+jkhIgc4Ec/PenvxqQUNvOWGd+Nnowtw7rFvx39uGsOfjh6HgxoHJfez1rcZDq8pgtu1W4iScQv1Purc4xbzc3/MJNsQQhwmpdwUffs2AKr54ocAviWE+CKAwwG8GMA9PZ+SEEIIIYWYG/csRnApgqJMsq85yejcSVYCd/5Q6EDumWph4bx07lgNB77k0BE8ZRHJQdSQ4To5PcnGLwsKNWgopYxEsi2zHL1HvHEv/H5erQI/kGj5ErVK+PPVM8mj9fDzTCgDWM8kWwf3LBVwygl2XMBvYf3u9fjqA1/F9TvvRK3h4pzjzsF5J56HRUOLgNv/Mf1aM/sMpOMWcSbZ+A/+wo0G94oyyTmuOJBtt1Dif3wbMuyPIlkIcS2A1wBYLITYAOAzAF4jhFiB0Et/BsAHAUBK+bAQ4jsAHgHgAfhjKc3/lkAIIYSQmcZcpazLx+sf2Ig163fiL3/v+Lb3KXKSp70gHNpDWI/W8VpqP4xKLIhE8u5JLyOS1ZKRFx86igc27MzcI5DhZ6y4nWWSVTwk73k9k2xWwDWqoXicbPnxLwlJJtmBFygnWR1Sua95FXBKRGvnj6ILz1Vr+NruX+FHP3gzKk4FZ9eX4X0bn8Xikz+RXOsYuWUz+wxEcYtW/vNA5CTL/P5ix9Vcb1tPck4mecIikj1t4541nTv3KNNucZbl4X8quP5zAD7Xy6EIIYQQ0hlK06o4hO7y3rJ2C255bEspkRwYQlGn6QWoV1TcIh3p+NVzO7F0QQOHzm/k3lv1E89vhPJj91Q2l9zyA7iOwLFLRnDDg5sw1fJjkQqEbrQjUNBuYc8ku9Fa6rj9ItOTnMQt1MfSM8lA6B4rga+yzxXXwUiUSd6rPk5ejldYMssRG6pVfO2Oi/HDRQ1UpjfjrOP+AOe/7HwsvulipDsRYBnu8yx54qoh1i3urRDFg3tt4xZGJlmJ/vGx7HsNoJM8GKckhBBCSCHmEg1dwE40feyZ8krllAt7ko3BPf12H/rXe/GV258svHcgw2aK+bGTbBPJElVX4Oglw5ASWL89XRWn2i1qroOWLzNC2fPtTrETDeapz1U111Zb2i1U3GKolnaPAUAlPVwR9j4DwHhL5TVyKuAsPcnPV1xcsvhgvGnJCH781I/xrmngxtGT8clTPonFQ4uje9j6i4211BmRbAhc83kgcpLbDO4FupNsrqU2KuBk2UzyYDjJFMmEEELIfoC5llrXjhMtH34gM6uVbfjx8Fo2ymAO7ulu9VTLx96cWjeFpw3uAcAui0hueuF7vGjxMADgqa3pXLJqt1DDcuZnytu4J6JMclH7RfzZpRG3qLjxZ1QEmiM9VHXhCGDczCRLmRu32LR3Ez47uQ6/t/xw/HBkGO+ckrjh7TfgL6ZcLJHa2XKH8uxrqWPcqtZfnOMkOyqTXFABJ/0kkmFbNgJkB/fMuEWlMZDtFl0N7hFCCCFkbpEM7mXjFmpb3J4pD/Nqxf/qTyrgygzupd9f5Ylzz+hLuI6DBfMiJzknblHTRLLZcOFHbrSqXRuf9uK4g35u+9ppmfu86+hxi0gARyK5Xg0/87S2SlvdxxUCIjrPXtWlnBdzcFxsdl384+PfwnU/vxsi8PGOvRN4/46dWDq6DBg+NIpJ6BVwNnHqGoN7nqUCTo9byIJMcsEyEX2Ntu0cQoTvE1fARfeZ3JG+rrEg6kk+cJaJEEIIIWSOEBjiL+0kh2Ipb4GHThy3yNm4lxrc0y6RMmmmyL23lHAdJJnkyex5lFs92qjiiIOH8PN16f90HygnuZaIZB0vziTb2y3i9ovCdovkNUDiJE/rTrKxlW+kXsGeSCumMsnRBZvHN+OvH78WbzjicFz3wi/w9mPfjhsaJ+Ivd09jqe8nTRGmS9wuShH+UNrELfIyySWWiagzyADWgbvU6uqc/1LRWDCQTvJgnJIQQgghhcSDe062J3kydpLtCzx0zIYHnWwmObkmkDJeW51HuJbawXCtAkfkOckS1ahm7axTjsQd68bw2OY9qc/pOgLzalGjRDMtzHIzyU4YD1Fut+1587OrS5STPKU7yX5abA/XK1omOaleeyGYxud+8Tm88bo34nub/htv27MXN6z8FD592qexVFSS4TflBLvaEhDAHqUwB/dsIliPW5h9zfF9lEhWvxVYhLb6PDYnWV2jojmBIZKr88I/Gws5uEcIIYSQ/uDHw2bZjXuTWtyiHclaasvGPV+ml4kY79803Oczr7oT379/Q3JNlEl2HIHRRtWeSdZyz2edfCQaVQfX3Pl06n2EQNIoYTjJfkHcwg9kbmbZ1dotEpc4iltYnGT181a3GalXsFs5yUGALRNb8DcLh/HGF36C7z7+Xbz5mDfj+ldehovHduCw6vzoOj8ZfnNznGRb9VqpwT2jJznPSQ4KMsl6ZV2eSBYurMtRAGD0sPDPxoKBFMnMJBNCCCH7AWbcQo9CTLTKi+RiJ9mPK+DMtdSBDJ9XSCmx+tkdePlRB8Xf+9EiEABYMFS1tlt4fhLpOGi4htOPWYz71yd9yUEQLiSZp1ZBN824RTpPrFAbAosyyXG7hbFxr2FxklXsQw33jdQr2DPlY6vr4J8234Z/f/yrCEaH8eZ5v4YPvP5KLB9dDmxcE/1wtME+tx69mVomYmSSc9stzAo4y1pqyCQqYc0ku8Ub9+LBvAKRbLZo6IweBmx/MhTJ3uCJ5ME4JSGEEEIKMbO2usZVTvLe6eK4hZQyFtftBvfMtdRSytRKaTXkpjb3qdupmMP8oQp2W2b4QEUAACAASURBVER7S3OrgXCRhz4QqNotRqJ2i73T6f/Eb7rACicS9fmZ5PDzSCkzFXA2J9mLxLri9GMXY97SB/GG5Yfj2zsfwu8e/bv44YaN+OziU0OBDFgr4FCxOcnaZ7K2Wzjtr3Ejgeu3uu9JTmWSLY62ukavvIvv7QAjS8Kv66ORk6wG91gBRwghhJB9hHJBk8G9xBFWgrWdk2y2VZikB/fSTrIfpDPJ060gdS7PWPIxv2F3ksPBvUREhZv10tlnR4i4pWPCiFvEAtcQYkKkM8m2ZSPqZ6DuIQraLQIpUwbvH73mGJz/ilfg9eMT+NGR78Clp12CIzxDnJob92SgOcmRSHa1TXnqGpvDqw/JWQf3ovupPHFuT7LmJJvXqPeN4xYWcZuKW2hnqg6HWeTqPFbAEUIIIaR/qCG6ahy3CL/Xu31tzq2OLoxt7Rb6UJ1AevV1GLdIRORUFL1QMRAzCzy/UcVT2/Zm3kP1JCsqjpM6S9KTbM8km1EJhSvCOEVSlZd1mtX9YzdapDPJ+s8yzFenxd4ph52KU7ZtB9xhzZ3Ve5KV6FQb9/zEQXb1uIW2QMWaN7bELSq17DVAGN0I8vLE0TKR3J7kMnGLin1wrzoEnPQuYOERwOROLhMhhBBCSH9QiQTXiFvo7Q/t2i1MZ9gkdJJDwRbGE9K9wnosQjnJniGSK1om2Ta419IiHUAoZvX7BjKMUuS1WyQucPq+jhMKds8Q68nziQOvNF/ck1zJOsl+IOGYWi9TmYZ0njh+XltL7VYBCKMCTneS89ot2sUt1MrogmaKdj3JpdotHHsmuToE/NppwG99PBxO9KcHzkkejFMSQgghpBAVa6ga7RaTmohstxFPF8YtW7uFUQGnLlGv00XktHKSpd1JXjivih0TrcyqbDOTbI9bhEtTahUn05Ocn0kO4xZmdZtCCWI/kNrGvfC5WCQbTrIptFPxBJs7qz8PJMLTrWqOctUQwN22WygX2Avfzxa3cEoO7pVut9Cd5HnJ124t2uzn2d9njjIYpySEEEJIIUm7RdpJ1tc2t8sk+wVOspQyO7iH9FCevkxkSmWS40q5tEheNFJD0wsycYlMJtlxsoN7WqPEeNMUyeGf9kxyko22tVuon4E04hZCCNQrTmbjnrmwBEIkHcY2d9Yc3FPVbE5Fa7dw05lkqwDW3Fsgf3U1ELrSZZ3kzOcxnPHcuIX6PNovVjVNJKsoiDedvO8AMBinJIQQQkghplOrhJ5ekbanTbtFoAljM5OsBHBdi0IkG+oscYvISVbiODBF8nA4sDa2twkdvScZCOMWZiZZucTzai4m8totzLiFSGroAMsykUgQB4FMhLZ2TaPqpjLJYQUcsijRaGuMyAzuyfAxp2pUwLVZFJIZ3POzFXBx3KIVifG8wT1ZkEkuI5KNzX4K00kGAG/K/j5zlME4JSGEEEIKUeKwEovk8HHlJDeqTnsnOch3klW9m3J59Qo49d6pwb3ISQ4MJ7miOckAMDY+bbxP0qABhM64vtgkkGknOTO4F7eMWZaFyET8F7VbmBv3AGScZF9mB/fCF0WiUQlPp2hwL2qMcFyjAq5Eu0VmdXUXQ3fCSeen8zLJbeMW2udRVIeSrymSCSGEENIvYpFsVMCpTPKh8xvtM8la3MLcuKcEsF4Bp9xqJUxtTrIygRPhGZ5v8UjoJG8znOSWl84kV510JlnPAs+rudnBPYvADc8r4GuDe9me5OT+tlxzo+pmB/fynGR91bMuCG09ySqTrFfAtcsbm2up/elEiOrnAJK4RWEFXJuNe4FX0JOsdTab7RYK9QsARTIhhBBC9jVKn1aNTLISkYeONtpWwOm62HSSY5Fc0dot1OviuIWMRarpJJvropVINuMWLT+Ia+bC6x1Izd1V7RYAMGx1knPaK+JlIvZMst5uofStXiNXrziZCjgz9wwgcme9NnELrQJOOMCiY4FFR0dvavYk2/LGbvova3wbMG9x+ho9bpHbcWy2WxTELZAnkjVX2+xJjs8SdUGrTDIGowKOPcmEEELIfoCfiVtETnIk7JbMr+NXG3baX2zcA8hu3EtEcnaZiJ5lbvoBGo6rZZLTVXBq2O3g4dD53LY3HbcwM8lKzLb8AK7jxu0WADBcq+CF3VOp1+fFLVQ8pOWnf06KVLuFLW5RzcYtMu0WgJZJtizosDnJjguce4N2jZlJtsUtNCe5NQVM7wZGDsmeQ71XYSa5YJlIpt0ie4tUuwWdZEIIIYTMNZJlIspJTsctDhmtY9oLUrlhEyV2hbA4yZFVrTLJIpVJTq5TkYt4LbVRE6fEaK3iYMFQFWN722SSIyGq9y2re8yruxg3BveSZor0Z3MdkVpLndeTbFsmAgCNSnpwz/fzRLKRSbZWwOmZ5HZ5Y9s2Pe2a8S3hn7kiuUS7RZDjJJdqt9A6m/U6P1smuaVE8mA4yRTJhBBCyH6AKf7MCrhD5zcAFC8UUfeouU7suCqUuK7HFXCak6yJI3WdEpR5PclAOLy3bdyMW8jMxj0A8PykUk4JWlsFnJl9VggRur9KbFeNagolvANpzyTbnGTzPcIXVRLnFcjZuGdUwKUOYojkdu0We5VIPtS4j76WOqcnWW3ca7tMpE0FnB4fUbDdghBCCCFzATPzq4TehOYkA8BOy5a7+B7Ra+oVJ87uKpSTHMctkBiHetxCiWslKPM27gHA4uF6yklWUQezAk6/r95uMa9WsVTAhX9mM8mh863EdlG7ha1ruVFJIiTqrGauGUCyDc+WSc7ELaS939hv026hb9xTInl4SfY+gJZJznGBAW3Jh9mbV6bdQutsDnygNgI0FgALliXXqJ5knz3JhBBCCJkBNu2azGyky0OJ4mrkvMYVcE0PQ1UXh4yGTvLWPdPW1wOJ2K1V3PxMsr6W2lgmol8XO8lxBVxWnC4aqaXaLVRUwxzc01+vt1uM1F00/XSEJHctdeR8m1V0CnV9Om6RPF+vOvEwYnwOq5PsJjlg9X38JmZPsmWgzqlGEQn1G4htmYgmknPjFpqTXJRJVteYZ9XPW7iWWo9b+EClDnzkfmDFe5JrXC4TIYQQQsgM8dz2CZz2N7fgilvXlbpeZX9dNzu4N6/m4tD5oZO8pUgkR7osdJJLDO4F6nX64F4omJJMcjqSoYvkxSNpJ1mJZGsmOXKSpdZuMa8WuqX6whRzW55CraVOHHcjbqG1WyTZbL3dIu0kB1JmVl+Hb6Q27hVVwBntFqnXq2E5/ZqCTHKek+zqa6lzminU51O9zHlnaRu30EW/CwwvSt4f0DLJk/b3maMMxikJIYSQA4wdE6HDeuNDm0tdbzrJegXcUC1xkrcYbRA6cSa54mSc5JZtcA/pKAUAND1VAeennvMsrRKLRmrYMdGKIxDJwhI9buGk3t/X2i1G6qEQ02vg1C8LGZHsCARBcp9M3EJrt7Bv3Es7yZ4vM250+EYqk1ymAs4iPF0tJpF3jd5usXcL0FgYOrjmOdR9pGXZiH62eMgwb5lIULxMRI9b2LLPcbsFnWRCCCGE9MhwJAB3Fwza6Zhrn5Vonmr5GKq6mD9UQa3itHGSk8E900meNp1kJEJcT4Q0zXYLY3DPSYnkUNhtj34hSIR4tgIur90CQGqhSNFa6pSTXNBuYd+452Jab7fIG9yLM8mWWjV1ve685tWuxcIz5xqpxS3MoT1Ai1u0abcAEkGeyT5rcYzcZSJaZ3Pe+8Q9yWy3IIQQQkiPKOG5e7J4AYjC7EnWneR5NRdCCBwyWi/tJPuBTOWhlfhN2i0E1DYRW7vFdCsdt/AtcYuD5oVCbudEK/XaqjYQp9otlIAOtHaL4VrWSZZSQgh7T3Iqk+zanWS93SIVtzDaLYK8wT0zk5xykkWyChrIcYk1cQvYIxnCBXzNSTbzyEDJnmQV/2glZ8+7R2GNnN7WYXOSmUkmhBBCyAyhBOqugjYKnUBzah1tZfRE00ejGgqXQ+c3Cp1kJWSVW+wFWfGrBvf0ZSL6EhIlZqe8dAWc1SWO693S16j3D69PZ5J9rd2iXg2vm9ZiEIHMRi3C8woEUo995GWSk19QdEEfZpKD+OfqBXkVcCqTnFOrZi7fKMoBA/lxC70CzswjA+nYRrdOcqbdIm95itq4F9hjHXHcgplkQgghhPSILjzLXq9EnXJNgTBuMa8Wip1DRuvFcYsgqYAD0lljs3lCX0stC5zkRABnYw4VIxpiyyRn2y2SaEQ9WpGdqmbTMss66hcHVW1nXqO3W/iWyEZDCfLo8wVFG/fyMslAdvmGKaLNTLK13UJfJrK1RNyioCdZvYf1rPrwX8l2iyInucWeZEIIIYT0iFFT3P56mUQGQpc3fHwyGtwDQpFsrnHW0eMWQJ6TbFlLbc0kp51kzyKAlchU72Nzm6tOuidZSgn1tClc1fvZHN5w4174XlVXZOIYqXYLS0NGLMi1GIl1cE8Nsqm/wEytmtNm455W3QbYhacbra5uTUYrqS1OchmBG4vkvEyy1sZRNLhX5IwDyVBh3JPMTDIhhBBCuiTo0EkOAhlrD6E5yV4g42jBIfMb2DPlpdYr68Rxi0iF+r5FJMcVcCIWx75FTJuZZOUE63ljNx6WC58zV18DmpOsxS2UeE2c5EQky5y4hSME/CDMJNscYL3dQv3o0yJZCfKktSN3454SlYBdeKbq3cwJQ22dNJC/uhoApnZHh5ufPYeKOPiRYC8Tt8g41vrgXkEFnF5pV9hu0RwYFxmgSCaEEELmJKZGfuj5XfjwN++N69JM9CUbjkA8VKc/rrbubdltj1worZM4ycl7mRv3HG3lnnVwTxOT+uNVSwey+kgtw60GkgG7lrZMJBHJKpOstVsE9riFcr7D6ras/FERjiCn3ULluqc08W+PWzjJKmjAInDbDO7F66SVO2trt4i+V20RTgUZSkUljGUiuZ3NRT3J2sY9W3wE0NotJimSCSGEENIbpvD8xVNjuOHBzbmDfPpAm55J1kXlIfOjruQ99shFxknWHOJpM24BewVcPLinxKTmaAPpVgknjlsYPcn64J4x3Bdo4rRuiVvkVbOptdR+EFhbKWJXW4tbpAf3sk5ycSa5yEkuqoCLvvcL2i2UeFVtEYUiuUwmWYnkvI17fvSXnBMv0eMWRYN7+nsOAINzUkIIIeQAQhfJuyZbsZNrLvlQ6JvoHC0KIbVBtthJzhneCwoyyS0/SGV59bXUqbiFb3eSlQOuu7jx4J5ykot6krVlIq4xuKfHR/Sfg46+ltqWJVbCOpCwbtxTTrLe/2wVyXEm2bKWWn1fqgLOK7hGieTJ9Pc6etyi13aLwANQ1JPcZnBPiGR4jyKZEEIIOXCZavn41XM7e7qHLpJ3TjTR8tKOrInubJr1bOrx0UbUKzxl7142B/fMrLEeg8hdS+0ZTrKKW/hplxrIOsm2THI1jlsoJxnZuEVmcC/72RwnyiT7dnGrHgqijXvmNeq99E2CuU6yvkwk485qg3uFFXBt2i2Akk6yV9CT3GZwz1xskptJ1jbu5YlgJZJtbvQchSKZEEIImWF++KuNeNuVd2BntEmuG3QtvHOyhaYfiTM/RyRr4lBFC4B0ZVqcq/XKDe61tPxz0wtS/cVCq4ArarfIOMmpRSFmBZwlkxzHLfTqtfA5m0jOG6hTPxN9kFEnGSKUVqFtvpe++S/9RmrjXk4mORW3KKiAK3JnM5nkHPdWuG027qloRyRyzZ9LO6c5/jxaW4ftLACdZEIIIYQAuydbCGT5RSA2gkB3kluxQ+vldMMFmjh0NCc50LLKyfCZXSTHPcnVHCdZF8lI+pGLnOSgKJMs0otCWrGQtsUtsu0WQgjUKk6qJzmQ2W17+s8kL5Os7unLsCfZvIf5s8t3kiMRnFcB126Ns2P0JBfGLQqcZCCMXKhlIqUyyTlxCz/6Za/olwIgP24BUCQTQgghJBGE49N2MVoG3Z3dMdGMh9rKxS1ESiQrLdeIIwM5Qju6tdqql80ka1EJza0OjOuklLFwzXQgO1kBrMS4ipSk4xaRqx0ECKJ6Nt0Jrlec1MY9vUdZRw0ztvIq4LR2C6l1TsfvU3aZiMok5w7uOZqTbKuA0zLJuUJbieTISdYH48zr4pXStrO2GdwrFbdwtbhFgZNcoUgmhBBCDnhUldlE0579LYO+xW7XRCsWZ15O3EJfx+xoy0T8QMZxi4rroOKIlPOqY66lTrVb+GbcImeZiBfAi3K9+j1afgDXEamhurgCTqrcsi1ukTjJqgZOd4IbVbfUMhHV6+z7MiXUFXq7hW+pkWsY2/3y+pYTYVqwca9wmYjRSgHki9dWQQVcfJZW95nkOI7RLm6hi/42meQBWSQCUCQTQgghM45yTceb3TvJ+lrq0ElOD8KZBFLGkVJhuLy6K1qvOPlOcpuNezXTSY6+NtdSTxm9xQCifuK0QIojDgUb9ypaPlpdZ1azpdZSa4N9OupnoMS6STy4J+1CuxZ3Mmf7mtM3cpEe3LM4yXq7hem86pnk+B45C0eKMslAOm5hFbjRfeNMco4Yj+MW7dotct4HSLqS6SQTQgghBy6qiWGyByc5M7gXuaWtnEyyPkjmiES4mlVljaqbv3Ev026RHtyr5zjJuqBv+jJ2doeqbvxcy5cp8QsksYmMSK5knWS1LU9/DFAiOR23sGpXoc5XnElWcQuzRq5itGzkrqWOM8k5FXBmT3JRJrmoRg4oXiaiHleLTWxCOq54K1MBZ3k+fm8ZRi1sTRwKFQmhSCaEEEIOXFTcordMciI8p5p+LJLznGRfSqMnOYlCmH2/eU6yErT12L1NZ40z7RbKrTbiFkqED9fdlACuGuJUOd9JbjmbSY4H9wIZN3ukRbKbyiTnZYXVz6bp2Z1kvd3CFreIGz/0dotSmWTTKa4mzq21Ak5lkkvELdoN7jnV4o17bZeJCACi2ElWr5F+8eBehU4yIYQQcsCjRN9MZZKnvSB2WXMzyYG5cU97XPu3fb3q5FbAmXGLwIhbpAf37O0WLT+Ind15tUpSARcEqdYKIHGS1fvEq6u1zLD6uuUH8c/V1e5Tr2bbLeyZ5OR8tkyy3m5hE9rq7KpdJNB+KUnfqE0m2a2GolNKhAs6LCIaSJaA2O6RiVvkDO65lWQAsCiTrES71YKvFGeS49XWfrmeZIpkQggh5MClOQOZZD1VMe352sa9vGaKgmUiIt951VFOcjUWhOlNemYFnC7E4+s0J3lezUUgQzHd8iWqZibZcJK9IEDFGO5zHAFHhL8c+HlxC+3z+LlxCxF/jnbtFrYaOfWeestIbtwi8JJd3ZnMcS1yiaPniwb3cuMWJTPJSuC2dZJb4de5Ges2g3tA5CTLEj3JHNwjhBBCDljU4ouJ6e6d5Dj6EGVu43aL3Ao4pFdGR+LUzNc2DOdVx3SSU1lj6+Cepd3CD+J+6AVD1ehsEp6f7yT7WtzCzC0DoYvbCoL4FwTXjFton0dK+5IP9VjTs2eS9XaLwBK3iH9x8GXyc81zXmWQCNyMk1yLhGuB0wwk4hYosUykXdzCzy4K0d/bb+U7vMLVnOSczwsk70MnmRBCCCF5KLexFydZRRnm1ULnN263yK2AS2IVyklW4lUXc41KB4N7viGSNScZIruWulF10PIDPLV1HABw7CEj4X2Uk2yIUz0HrN7DvAYAqo4odpL1CricdoskbmF3gNXzqt3CFNpu5GjrLRtWJ1k4iWBU36dupOIWec0Veia5XbtFu2UianCvzca9wMvPEreNW6h7+MWDe+xJJoQQQogStBO9xC0ifTpUDZ3Sdhv3fEsm2VaZ1qjmV8ApTayEarq1wuIkq0xyoERy2Fn85Na9GKq6WHbQUPR8dhmJfi59uC8lxCMqrgNPzyTrItnSk1wYt/ACuLaeZK3dwrZxT50jdLTDcxRnknPyxG4tLZIzcQwtk1w6blHQbuGX6Un28sWr45SMWwT7XU9yzk+VEEIIId2SiOReKuBCITZUC0VgMgBX1JOcZJJlNIAGGE5y1W0ft3Dbr6V2hYhFtLqsUXHR9EIn+eglw/GAnBcJSzPmYC4TsQlpIBTtrUB3kpNrGhUH03ovc84ykVQFXJt2CylhzS0rR1v9XHPXUgcFAlfvLgZ6WyYSO8l5LnA1caSLepIDr02uuWiwT3OjZc6AIMCeZEIIIYQkDRQzsZZ6qBbGI8osE3GNTHIikpPripaJmBv3igb3Kq6Iz6Lepx7FLZ7cuhdHLxmJRXuek5xdJmKvVas4kZPs25xkI26RI3D1CjhrT7I6a/TLhU3/mo62PW7hJnVo6nsd5STnZpZtmeSc/uLWZPo1Jm41adqwieCymeQiJ7ls3II9yYQQQghpzoSTHAmxoShOEMct/n/23jxKkvQs731iza326mV6lp7RLBqNpNEyGkYgoQWJVYARYrPAIIQBc5HxPQaMhYWv8AUDNgJkMMYIjCVxgHtlriQGC7SvaF+Y0Uiafe2enumuqq7qqqyszIzt/vHF+8UXEd8XkZ2ZXVVd/f7O0enqzKiIyOzW9JNPPe/zGjLJ6gY4O80k6+MW9ZlkErPF1oriuuiwIJIvn2/h4dVtPL6xg+sOd0BaVGSSy9VrbiFuEcamwb2qTLJuLXX5talxC62TrAh20zY9crTpfTEO7gFmEWwXM8lFl5gyyaPELep6kp36bXl0LWPcwqnOJOfaLSqcZO5JZhiGYRgmnMLgXha3cIVIrquAi7MCA1omQocW4xYmkZxUOMlBFOc24Tm2LQf76F5/8OuuRG8YIUmA6w7PyD5j0W5RjluQe0vXiWK9gPUcG0GcZO0WjiqSyz3JujwxvQdiLbUmk6xEP3Qb9+R9hPr12MqLEr+SOD3vuIWTfb9RSI+aSfYyIV3Zk1zhJNeJZPVDQWVPMjvJDMMwDHPJE0yhAi4b3BOZ22FdBVyuJzkd3NNkZ8UyEdPwn/jVLzjJcSzaKXJOsqM4yen33XJ8EU+7bBYAcO3hTs6dDeKkVAEHCFeY1l+HxriFhdDQKtFwHQSKy6yrbwOyyIlwq83tFklCrnz5HPSaq0UyrZU2OLiyAs4gki0rdZtHyC3XOsmuch+GJg6gOpN8PnGLRPmkVoQyybh4BvdYJDMMwzDMlAnkxr0pOMkUtxghk6zGLfKDe9lxNFynbvQjTMtE6Nq5wT07yyRHSRY/+OkXX4ujcw3hJNvZeYMwhm/oJyZxHmmG+4C0VSJKDO0W4iLkJhvXUisiUbtMRBH0puE/zxaZa92HDwk5tuGIIlknKh2/ELeo27hnygG71ccUl4nosJ1qx5q+r24t9UXYk8ztFgzDMAwzZYJw8kxyIuMWjnAvZQNExVrq3Ma9zAm2taIyRtNzSuewLbXpQbwOEskNdXDPtmT8IVFE46tuuRLf+9wrYFmWFJpxGpVwDTEH6STHiTYK4TniWrp2C7qnQRCj7VMFnHkwj+5ddx/iNSfG1dbFbPR4TnIxk6wTybQpz9RuMeIyEaehxC2qlolUZZJdYCh6r+E2Nc9zTzLDMAzDMCNC4nGSTDK5qy1PCCAyfiNTT3LOSRaZZOl4FpaJANDmkimyURyoo6hH0UkmIV5cWkIilVzh0JBJpvPQaw0NmWQ3rV7TOsnp66HhPSFwy++P+ljLL4tKy7KUJSyJ1uD1HDu3TES32S+XKVZ/TxR7krURBqW6TXcMDfdRu4VtaLdwm8Cwl55D5ySTwA3MDrDlAIOu+NrTiWTeuMcwDMMwzIiQ2zsMs0155wtFJdp+XrxUraVWRSpla4HiWmoSyeX7itNWh+JAHb0Gr9BuAQhhLa9TXAyXyyTrO5BzTrIpkyzFaZy7NqA4yRS3MDRTqI/NNvXOq2NZMm6hE8BuOkBY7SSTSDbkeB1fiMmqYTga7pu03cJtAEFPfw4g35NctUykyknOtVskI8QtOJPMMAzDMJcsqjAeN5esxi1UTBVwIm4hvqYKuKTg8AJi4x5gcJLjvJNMQl06yY7qJGfNFXSvxUYIRzlPEOoH5lw7W0oSGYbqvHRgTteTTKI/c5L1QlvVZh1fL+Ts9F5MDRleYYCwMpMs4xZFJ7kgcHWi0vay5Ry6Y3KZZMs8LOc2a7blKXEL0zlsFwhIJLc0z5MbHdf0JLOTzDAMwzCXPHmRPF4uWW6x80ZzklVxaBecZNXALcYTVKLUQXUKTrIubuEqxxTjFqVjojSTrHGSbSsbADRlkmmZiMwkOxonOcjiFlUVcADQaeidVzHwaG7IkJnkyo17hUyyLm4BZHniykxyTU1cODC7yECWAzZdZ5S11KpA18YtVCeZ4xYMwzAMw1QQRgnm0h/pj+skq+0WKlWZZEtmkpHLJI/qJMexWG0th9hS53ZgyCTTMXVxizgRFXJeRd5YvLbE0JNs5dotcnGLQrtFYlgmograkeIWxr7mWHm9Y8YtgGqRTJnkUdotKkWyImorRXJFJlk9f1Xcgto4TCKYB/cYhmEYhhlGMebbYpiqN+Zq6mwtdf6faqOTHGc5WksuEzHHE0gkh1GMP/rog+gOQjm4J+vQZKNGOW6RDeXFWdWcIW4RxYl2LTV9D10njCvWUsdqzEFtt8g74+oAY+46atzC5CSntXZRrG/IKA7uaddS55xkq5zBpaUaVdVsjiciEHVxCyTmldRAtuXOdJ1RN+4RXlXcgnqSD07cgivgGIZhGGbKhFGC+ZaHE9jB9rhxC7mWOv9PtXEtdS5ukVbAVWWSU1H5mYfO4j+99x7c8+Qm2r4rB/csq77dAqBMcvk66jFZu4VpmUgqkiNDu4WTb7eoHtzTO7zWCHEL0dghXo95qUnN4J7M+Q4NUQpykiuWfNhu2m5hWm2t3L9JlAKjO8lV51GPqR3cq+pJprXUPLjHMAzDMJcsQRRjvpU6yWNnkvXtFsZlImq7BSwkudaJcmUaOck0GPiRe87khv9ED7J5mYiaSc5iHfl7yg3uxbF2KC+3lMToJFtpzCHOtkXLGgAAIABJREFUnRfI4hb9IBvc01fAKXELk0hW4hZVFXAm51w8SE5yYHCJSSSn9W1jtVsov6+MWyhOctVaatN9FM+v7Umm1xvq75XgtdQMwzDMpc5DK12sbA32+jb2jCQRjudck0TypHGL4uCePpMscrTia9smJ1kXt8iWidD3AcBmP8xFFRzbkm52XbtFrMk+A1mPcBDGSBJULBPJ4ha6SIbr2BVOMsUtKJOsd5JHjVtQltu4TERp2dDHLZR2C5MABqqXfNS1W1hW9tg0Msmm54G86K1aJmJq85DfS07yxSM9L547ZRiGYS4KfvYvvoTfef+9e30bewZ1JM+kQmyg6SMeBdPgnjFuEeeXiahOsq7dgpxk1Zl+eHU7E8mWNXK7RV3cop8KWM/VOcl2rZNMg3u6mEOx3SIyuMCq61vVbhHHtJDEkEkOY+1AZHYSxUnWCcbS4J7umOLGPd0LcvO/6qjLJI8ikun+nIa+Jk6NlwDmOMVFmEm+eO6UYRiGuSjY6ofY6o+/jvlih4bcZtIGBRKI5wt1D59PBRwJQTG4lwltK5dJTp1XjUj+4qPrUoCqDu9Qs0xEXV1taregY0jAelonGYqTbNq4ZyOKY/kBRLuWOlTjFtUVcDNVcYt04FFnEnuOhSBOQGa+boNgridZOyxXGNyrbLdIL6Q9j2t+jphGJpmuo6t/U5+nNo/awT3OJDMMwzCXKGEcGyMBlwLk9M6mcYtxnWS5lnrETHKktFuIvt8sBpFbS13I8BbPpxXJqQBtGHuS9YNsdsFJ1q+ltqXwN2aSqZ+YNu6pPcmFto5R4hbagbv0fmPKJOviFmlfM/39rq6AG+oFIcUtgqqeZK+6JxlQRPKI7RZjxy0opK5ptgBGj1uwk8wwDMNc6oRRYowE7AVnNvsIx1wNPQ7kutJw2ChOchwn+NXbv4r7T29ljxniFqY117HSyGCnTjIdWlUBR9EByhvToap41Q3uyeaKKFsmUqxNI3FOglzXbuFY2WsNIlNPsugnDjVxC8/JxLp4H+oH90w4ysY93VAeiXXThwJxIaUneZS4hckljsOauMW0M8ljOsnFDYMmJ5l7khmGYZhLnTBOjJGA3aYfRPimN30U7/zS47t2TXIZO+eRSV7pDvDWTz2Cj967Ih9LkgSWlTm/QL4urUicyySny0Riiltkx7m2BdtSeoXTDzQ3HZsFkAk/t2Zwj9zcKDbHE7K4RZR+v8mdVZ1kfU1cGCXyXlUhTREO+vCgZrNVRvkpv2y3MMYtUrFeObin9CRXVsDR4J7Bba5qt1CvM6pInjSTrBvaU69vWp5CsJPMMAzDXOpEcbJv4hb9IML2MMJKd/faNoIwdWZdG75rj+QkU4Z7qLjENDxGg3aAiF6YPoBEioNKmeREE7ewLAtNzyk5yTdeJkTyWlc4go5SAUcC1Ms5yeJrilvoXFUpklORbWy3kMtE9DVxriNc7UDjJNup6CfhmhhcYGcElUztFuaNe2KA0NTmIR5U2itMi0KA0TLJpnYLYMRMck3cIlclZ3KS60RycXCvrif54pGetXdqWdafWZZ1xrKsryiPLVmW9QHLsu5Pf11MH7csy/p9y7IesCzry5Zl3XIhb55hGIbZfwRRNmC115DoVOMfcZzgzR+8D6c3+xfkmkFMQ24WGq49kpO81RcuHIlJIIsNOLYlhWPLc6ozyTS4ByGQI0MsoOk5UrzT+Z522RwAYG07E8kkBrVOsrJMJE7KUQv1ulncYryeZE+K7QiObZWu5aYOL1ARtzDkkHPHyHYL/cY9N23i0MU+soNSMRj0RnSSTZnkurjFeTrJtT3JhvdHxi0MmeRS3MLkJFN2+mAN7r0VwLcXHns9gA8lSXIDgA+lvweA7wBwQ/q/nwbwR9O5TYZhGOZigdb67gdIrKvO9sn1Hbz5g/fj/V87fYGumTVBND1H9vdWIZ1kRSRHilAjN7nTcCsyyVm7haiAywRwUSB6jiUdbzrmpmNzuWNUJ5nuS3V5s216sVGYFivgfF0mudCTrN+4l9W8mUS0GtmoGtxTc9XlY5RMsrYCLt/WUS2Sd8avgKONe5XtFiNkkulawPiDe/S40Um+hHuSkyT5OICzhYe/B8Db0q/fBuCVyuNvTwSfAbBgWdaxad0swzAMs7+hRRq7OShXBd2H6mxvDYRr2xtcmJo6Na86qpPcTe9FFcBJkkUEqFWiykmOlePFMhFzLMC1884rAByZa+SOEeJVHDOIYviunXNXc06yQZjS/QyqBvfsLAcs1kGXjyFh2xuG+sE+15bvncnVpseKGwyL90LtFrp2N7p/Ev21TrLOVR1lmcj5tFs4Ve0WaiZZJ5KV+zcO7qWPm5xkNYNtulfgksokH02S5AkASH89kj5+BYATynEn08cYhmGYSwDVEdwPBFIkZ+Kzm7q22xdIJA+V/K4aa6iC4haqk6wOj0mRXJVJjos9yVmfbzGP6zmZ82oaQlOHBIMwKbnAxXYLXea36CSb4hYib2yOZGQiOTKsrbblB6FE2TyoQiK+7VWL5CgdeDQtEwGU+IhWJJMwTWo27lWspZYb90aJW0yQSVYfmzN4mnQdk5Ms4xY1Pcm2I469iHqSKzz6sdC9cu3/my3L+mmISAaOHz8+5dtgGIZh9gIScPulAm4Y0v1k4nN7mIrkMddF10Gv3bPt88gkl+MW6o/8qQu46dnYKdz3Vj/A77z/PgBZpEDGLchJLuijXA5YcZs//4ZvlsN+tqXGIOKSeHULg3vakgaZSY7ke1I6xhLurW6bHtFIxenOMDJUxFnyz9jUcUwivtg7rUKv2TT8J+MWqejX5pzrcsDFTLJ2uM+dfruFNpOsPHbdy/TnqG23GDFuAYjXfgk4yacpRpH+eiZ9/CSAq5TjrgRwSneCJEnekiTJrUmS3Hr48OExb4NhGIbZT4SKqNoP0H0EivtKgrQ3vDBOcpZJts7DSda1W2TCs5E2ZbjKCmfifV89jbd+6hEAwGJbCDCqgIsNwtNz7FxlGiAc3MOzDRyZa8rfV2WF1Y17ah5ad8xAk2mWxzhWuoDGXKuWd5I1FXGOlVtIohPJFCtp+2ZRScOKpow1fTAgJ1nbmFGXA55au8UoPcnn4SQ/5aX6c9Ru3BuxJxkQXcmXgEi+HcBr0q9fA+BvlMd/LG25+HoA5yiWwTAMwxx8yM3bb3EL1Umm/G93cGGcZLUubTInOROeDc+B79jCMS28t599aA0LbQ8f/oWX4NW3iZ/M0jIROrSUSS6ISqAs+GzLUn4yEJfq21xliYfI8OqG5eozya6dLj6p6B5u1GWS7Uz0mzbu9VIHviqTTO0WJqHtFpxkfSa5ppt41J7kkeMWFSLZsrLqtbqe5M6y/hx1G/eK7RZVIvgic5Jr4xaWZf0VgJcCOGRZ1kkAbwTwWwDeYVnWPwfwGIAfSA//OwCvAPAAgB6A116Ae2YYhmH2KfstbhFE5fuhLPKFGtwLlLhF03OwmeaNqzBVwKmDe75ri/xu4b397MNncds1S7j28Ix8zEqd5KhqcE+JJwBlwadmkkNNNVvmJCeIYv2wnGvnRaXWSbbyTrKjEdK1mWQlY21ygeknB9UiuXrj3kjtFo4rhGMS1VTA1TjJABBWuLOjZJIBIdqjQbXQvuZF5u8nEVzrJKf/f6oUyY2DJZKTJHm14amXa45NALxu0ptiGIZhLk6ifRa3kIN7ivsqB/cuUNwilE7y+bdbFJeJWKpIdkTcQn1vnzi3g8fO9vCaF1yTO58FkUk2xS1yAjjSH1PsLy4KXBLAYZQgqekmlplkQ7sFubfqeVVUkawb7FPjIyaBe9VSGwDw8puOlm9UuZdhaK60ywb3UifZNITmNoFg2xyTsGzFSTZkkoH6mjggE9Qm3AYwqLjO6z4HLF5j/n45uFfXblGRsSbmjgGdiydiO+3BPYZhGOYSpphz3WukSA7VuIUQOL0LNLhHQte1z6fdguIW2bGq8Gy4DjzXyuWEAeCzD4mG1uc/ZSl3PttKl4kYohRF5xUoC0sSjIAQwiWhnQrG6Dw27mmdZFs4yfRnpR3cS3uid4IIC15ZFIplItkgok67PvXoLD7/hm/GoRm//KRyL5HMJOtbNNTX4+h64gAhTINtc5OD41c7ySNFMkaIWwBZ/MPk4B6+sfr77RonudhuUTW498/eWV1Zt8+4eDxvhmEYZt8jK8P2W9wiVkVykP46mZP8S399J/7gQ/eXHifx6Tsik9w/j417+Qq4LCZxeNbHcqcBx7Zy7+2jaz0A2UppIsski2OLGstTNtSZBubK66ILmWS5TETELaoaJch5Na6lVtotqpzk7YEpk5y1WySGfDQAHJ5taGMhhJ02bZh6n4vtFmYnuSIHDAgRHIwSt+ibzzNKJjl3L2NKvtp2i+Ja6orrNOfMfcv7EBbJDMMwzNTIMsD7LG6hCMuuzCRP5iR/7L4VfPqhNeM13bTdYhCM4CRr4haR4iT/8ituwp/82K25mAQAueyjKByLy0Sq4hZyK18pt5yPZJgzyTGS2gq4+rXUUqzrMslO5uAa2y2kM64X7KOQOcn6c7iFnmRtJhlQtsuZOoPdagEs4xYVkYzzySQD42eB7RqRDIj7G6Xd4iKD4xYMwzDM1Nivy0TyTrIQrZNkkuM4wWp3iMX2sHzN9LV7jo2GZ6MfjuIkV7dbzDU9oClEmvreUjVb0R21UieZNHdZ4GbLN+IKJ1kuHImTknhVneT6uEX1WupwRCfZ9Lzn2OiG4j005YlHgdotYsNCEnKSZSbZKJJrhKnjA4Mt8zHkJEcVW/nO10muikFUUbdxj+5hlLjFRQY7yQzDMMzUCPZdBVw5/tFNow3bg1AuzjhfNnYCRHGC9Z5GJCv524brYBjGtdfRxS10VWausioaEB9KdEJNZpIN7Rbq8g3ZKqERybEStzD3JCeIDM4rfUu/rgIuTuQHGX0mOfs+/cY9Sw4QJoa11KNgW2pPsl6Mi9eTLhMxXWaUuEXVxr1il7I2buHkjzUxqZNcF7ege5FO8sGRlgfnlTAMwzB7jvoj/HEF6DTR9SRvp05ynOQr186H1a5w+M5uD0uvM1smYqPp5Qe9TPdIIrLkJBdEWLECTrfkA8jEXrY9L/+86kjT0pKisCSHFxBxi/La6vqNe5ZlwbGtLJOsiVvYIzjJjRGc5CCKZS+00eGtgaIfcW2lXQxH4+BnJyL31uQke9miEH+m/Lx9PnGLUTPJ4zrJNctEgHzc4iKqeKvj4LwShmEYZs8pRgH2GnJ11XtRB/a2xxzeW9kS4iWIktIAYJattWQrQ1UNHFXSAeUKOJ2TrL4Ws5NMcQtzJpmc28ggtB3bllEMEbcwO8lVw3KOZWXtFro8cepYB4YqOiAft9A9n4lk/YeCUbGVdgt93ELJRle51W6dSE7bK2xXX4kmneRR4hZ1meSae6lDZpKr4hYOxy0YhmEYpgrVsd0PNXAkKFWHdqsfYKYhBMb2mMN75CQDwk1WGSqCkJzkqho4yiPPNt3SMpGiDnMduzC4V84Kq98vh/J0IjmqXuOsCnLhWBsyyVFiPIe4dva1eZmI6iSXXw992AD0bjRtEMzaPMZ0ktN2i8hUAadkkitTBbWZ5FQEzx7TxxPsgkjWHnO+meQLOLhnH8zBPRbJDMMwzNRQBVywDxouhoXcbZIk2B5GODInhMO4w3vkJANlkRzG4kfxtj2ak7yVVtIdmmkUKuDKQs21LVndJq5ldpKhVMCV11Jng3smJ9m21HaLcibZti1Ylmi3EItP9K+PRK9l6V1gx7aRJPlWkCJ5J1nnRtsIIxGT0L3eUaF2C9Nqa09pt9CJ+eyGRsgkA0Ika59XMsnGhoz08Ul7kuuo27hHx8i4BYtkhmEYhikRFFzOvSYI85V0/SBGFCc4Oiv+we+NK5IVJ7k4vBdE2Xa683GSlzs+hlE25KdrjHDs/Ca9SDNQB6QtDWmVGVDu8/WcLG4Rxol2Q12xJs44MEdxC0PGgR5ebPtah5eMcPqAoI9+WPL8+kyylYtbGMz1WiwLiCL9Bwsgi4sMwqg60iGFaY1InjOIZLnFbmgWt7uWSR7FSVbaLdhJZhiGYZgyavPCflgoQkKQ7oXyw0dTJ7k7btxiayhF0lq3KJJjKaZGcpJTkbzU8ZEkUAbqyrEBcjLVGIS2VcLOZ5KLpqdjW1IMmurbbCVuEUTlZSLyPLG5V5iOAYDFtr6FwVGEp3p8EaqP04r1QtxibCfZsuQHPd1tkMs9COLq4cDaTHIqbOeuMDyvOMkm0TmySJ7QSb76hcCz/imwcNx8jBq3GPO934+wSGYYhmGmhiqM94OTPCz0JGciOXWSxxzcW+0OcM2hDgCdkxzDS+MBozjJZ7eFK31sXtwTOaqJod1CfT2RZqAOEDolThLpOJed5GzjniluodbNmZ1kW+aJTZqRRPBSR78OWm2MoHPqaKTvpbHdIszaLcbOJNuWjH1o3fX0vR5G+qUm2YETxi3UTHLVQhL117p7GTcGsXwd8Ko/rq6as2we3GMYhmGYKvZbJlkuwyAnOXVtj6QieXtYFq+JIi5NrGwNcM1yB75jY62YSVbq0kZxkldTJ/qyedEeQCLZ1G4B5J1kUyY5SWDsSR5lcI9cYrpO1bY8dfFJ+Rjx62JbL5Ltgkiuc5J1g4ok+uMKF3gUbOV90b0n6jKUykjHKMtEAGDucsPzSgWcMW6xS5nkUbAdZciQRTLDMAzDlFCF8b6ogJNrqYtOcjq4p3GSX/mHn8TNv/q+yvOudgc4NONjqeNjvdhuoUQTpJNcsZr67PYQbd/BXMuV3w9A686SSKaoRKTpLwbKmeRSu0Xak5ykDRimHLC6ltrkNodxbBx0AzIXe2QnWSPGgWx4z3gfkXkN96g4liXff33cQu1rHsFJHqXdQofqJJuus1uZ5FGw3QM5uMdrqRmGYZipka8n23snORPJxUwyOcllkXznyXOV54zjBGvbQxyebWCx4+PsdpB7PlQG96STXLFMZK07wPKML13KzEkuu7NOIZMcJYn2x/5yc1zFwB2QbsurGtxLVCfZnEmuilvQuRcNIlk6ybRwxHAiWiiizySnsY9JK+DsbBNh1fsm7rvqRCP2JJsG90ZqtxixJ9lrj3bcJFgOAMq6HBz/lUUywzAMMzXCXNxiPzjJ2VplIGuzWGz7sC2gVzG4lySJVmxtDUJEcYLFto+ljiczxdk1z89JXtseYqnTkE7pQGaSq+IW1XliCyKuERmWfJBbS8LSNLiXxS30LRqqg2tykum1LxniFqNmkv30A4c2k5w+FkSTxS1Elpu+NlfAAfnu5hIjZ5INcQtykqNhdmzpmBGd5Gd+n9jq11qsPm4S1NfJcQuGYRiGKRPus8E91UlOkkTen+/Y6DTc0rY8lc2+/rlQWTu91GlgvZd3koMoc11JSFUN7q11hzjU8aVTmnOSDXELmbU2OMUk8OJYvy6a2jeCKK6tdwMo1qFxkh0r3bhnjlts7qQfTAxOMol4et1OTdzC5CQDmRs9SbtF9rXm+bQbGgBuvGzWfKK6HHBjDpi5zNw9LDPJVe0W6eNVA3UAMHMEuOVHq4+ZFPUeD5CTfHBeCcMwDLPn5Cvg9k/cAhCinRxYx7HQ8d3KtdTqVj0VddXzYtvTtlv4hZ7kqsG9s9tDLHV8KQIpExtrnGxygLP+YlNPcuYUmyrTgGxbns5tVjuZgzjWb7qzs5iDKX5Ar2epY6qAKzrJhriFY84kU7xFDv9NELcgTIOIaaIDz7x83nyiukaJF/8i8GPvNn+/6iRP2m6xG1gH00neB+8swzAMc1DYbxVw6v2EcSJ/79kWFtoeNnYC07diZWuA6w7PlB4nd9W1LXQaQmir0YwwVuMWZif5Mw+twbEtrG0PsDzTgO+IY6WTHOv6jSmTnFbbRfo8MT0URrE+bqG0ZJicZPq+aIThvqq4BbFgils4BSfZJJI9cpL17RbqOcat6lWvXZdrfuYVc+YnyUk2CcbOIfE/440oHyhql4nsA1F6QJ1kFskMwzDM1Ij2XSY572yrLvBSxy+tlAZEFGMYxbVOsuvYmGm4CKIEgzCWgjgIs7o03zE7yf/0LZ+RXy+rTrISt/AKgrBYARfFSW5lM0HCOTAN5TmZ2DaKZMW1DmraLaqWiRCmTDJ9Hy0TMTnJWQVcdX+xes7zpdPIZFGdG/2MkZzkcbvoFHk2abvFbqA6yQeo3eLgyH2GYRhmzwnifLxhr8lV0kWJ/L3r2EaRvJBuhlvd0otk1UmeSUWVGtsIFCfZti34rl2ZSQYg2i1k3EIcq3NnR88k02uO9VVmynlMg3syK6y8Z6VjyEmuaLcgTJnkcgWcaXDPnEmmDxP0AaOyeaKCuWYmOOtej6nSDsDkCzxyTvJFELfIiXoWyQzDMAxTIlLc42BfVMDll5uQwPUcC8sdH2sat3g2FUor3QG+9Ng6kiQv9il37SgiWR0ALK5wbnkOdjRLS1SWOroKuPKP/NVWCnEvpp7kETPJVXELWc1WXYlG66DruolVAZq711EzyVU9yU7ejR7XSZ5tZuLUlEkeiUkXeNijxC1GXCayG4wi6i9CWCQzDMMwU0OtgIv2W9wiFYQAxS0a2OyHpQFD0sS333kKr/pvn8JH71spnDOfSQbyIlntSQaAGUOLRtvPxMShGV0FnG4ttTgmvy5a15Oc3YtOMFJTRUjtFhW55aoYhCMr4OozvKbn5XXSZgrjxr0R2i2kkzymSJ5pqE6y/hxv+4nb8IF//eLqE026wEMVncZ2i33kJC9enX19gDLJB+eVMAzDXMLc++QWfvmdX65dp3yhCRX3ONwjJ/nfvesuvOFddwEoxi1i+XvPtrE0I35cXtyYR0L/xNkdAMAXH1nPPa8KbXKdu0pd3DCKc5GB2aabe544MtuQXy9pKuAiTdzCU2ISdC/6nuQsT6yNJzhZr3Ctk1wRgxDtFvFIcQsT5NhSrMOUBa7auOcX2i3Gd5Lr4xYveeph3HC0ov4NqF8mUoftAOmf4UURt1i+Ift63KzLPuTgvBKGYZhLmE/cv4K/+tyJUh3ZbrMfloncdfIc7jy5Ie4nyt+PcFaFMFtOM6VrBZFczFLTuQiZSXb0cYswSmR0AhDupG6zn/peaSvg4rLYI+GqLvnQ9QrTtwVRXO0kVw3u2fmhw7p2C5MD/JRDHRyaaWifU887CGL5Z6ODOqd1zjm9nkwkGy9XiRq3GHe1tbihCTPJQOYm17Zb7AORfEgRyQcobrEP3lmGYRhmUsI4yf26Z/exDyrguulGPEAITtsS+d4wFplkElQ0eFUc3lMdcNe2cMeJDeGUSoGabYbTxS2CKN9d3Gm42NB8eKH36jlXLaCp5JYrl4mQAzxiJlmsnC6/R84IG/dI58u4haFVoh8m2k5n4sO/8BIkFX8VMsc6Mm7bA6qdZLfoJI8pcFUnedzV1uKGairgRqG1CHRPXxztFsvXZ1/z4B7DMAyzn6AtcCSw9op8Bdze3MtWP8S5tP84jBK0fVd+HUbZUowlg5OsCv1XPvcKbPVDPLy2XXreVeMWOZGcwFNq2WaaLrY0meQwjvHDzz+Od7/uhQBQqoDTr6XOZ5JDQ56YNGJgeN6TmWTRTFHpJFcM1GVOsjniYFlWpWh1rEzg6oQ4Qe68Pj4ynUzynDq4N4FGnrgCDgC+7qfEr0/epX9+P4nkBc4kMwzDMPsUijbs9Za74oY7E4+sbhufm5TtQYitfiA2xUUxWumAHLVbkNgjkby6NcjdTxgnOL7Uxi3HF/DjL7gGAHDniSxyoWaSO7oKuCiW2WEAmG2ITPL//vIpvPx3Piq/P4iS3HG6nuTyMhFavJE5yTrRSKI0NMUtnOx5k9AuVbNpYw40uJdo1ziPgrpMpCriIJ1k7ea/7BzA+AJ3RnGSx93aJ25oCnGL5/+L6udnLxOCtGopyW7hKEL9AMUtWCQzDMMcAELFWdxLojjJ8rCGe3ngzBZe+qaP4guPnJ369cMoxk4QIU6A7lA0V7SlSBZrqWkAbbHtw7KA//t/fw0vfdNHZSQiihN8y9OP4p0/+0LcdGwOtgU8rIhoel2uY6HtObAs4V7/t48+gNXuoFQBR+0Wd508hwdXtrPBvEIzhRR6UTa4V/yRv1xznUYgwjjRikZLqYDTubieEtuoE9rUOqG7zvls3DNhq05yhbptjNBuMWkF3Pls3Ktk0go4AGjOAf/sncAPv0P//FW3Ab9wX75ZYj9wgOIW+8CjZxiGYSaFIgB7HbcIogQtz0FvGCEyuNpnNkU38alz/alff3uQ9RFv7gTyfoDUNVU2xzm2hYWWh/WeiGZsDyMstMUHDvWYhutINxVQe5Jt2LaFju/ijhMb+MT9q1hq++IaTj5u0RtGWO0KET6MYrTgpGI6L8p8187FLYpuJm31o2E6o8CVFXD6tdRqlZzpHKM5ydRuMb6ozIbuIu1QHlHVkyw3G06YSVaZyuDepILx+pdXPz9zeLLzT5PDNwErdx+ouAWLZIZhmAPAfolbRLFYz9wbRkZXeyd1Jrf6wdSvvzXIznluJ8g7yXGCME5yLu9Sx5cimXLdRdHY8Gz0g0x8q5lkQDjFD57pAhAibRjFspKMngeAk+u93HV0LnDDsaXQ0w3ukUimDX6RMoioYtc4yXTvQbpxT3cMnaNf0V+cb7coPT0SdPvDMJYNFjqynmSNWFciG+Lex7uX3H1NlEluArD2R154t/iJ9wKr902Ww95nHBy5zzAMcwlDcYu9ql3L7iNB07Xl1zp6QxLJ5WE2APjcw2fxlcfPjXS93/i7u/G6v/iS/L06QJeJZBrci4Wzqqif5U5WTRZEMZIkQVBwgpuuI51bIMskkzDrNBzpitNrcwtxCwA4cTYVyXGCJEm0Atd37awCThNhkCI5yESydi11+itV3hWhDwo0uKdtjCg4yZ6h3SKcMG6h1rdVubckoHWaTaKxAAAgAElEQVT36pVE8vhCjU4/yTlgO8Cr/gR4zg+Pf46LjdaCiIAcIFgkMwzDHABIHId77CSHUSKFnOle6pzkN97+Vbz5g/eNdL2vnjqHT9y/IldHqwN0FLeg+wmiBEHBvaXhPUAMw5GudwtOMmVdAaUnmZxkpRGBru8V4hYA8MRmP71Ofj22ihq30EUY6ANIPyA3Wp/jVSvgqtdSmwf3nEKtmimSEcUJogniFurSEp0QJyo37tnTySQDQCf9UDVxZONZPwAsHJ/sHMyewiKZYRjmACAr4PZaJMeJFDPGuEWNk3yuN8xli6voDiJs9kPZdayek6rdKG4RxjGiKJH1ZwDwky96Cr7rWccAUPtFWRA2XLuQSaZ2C3GemUYWEehKkVyOW1BXcBgnMrJRjA7kRLK2J9mGa1v1TrIcnjQtE6F2i4oKODlQF6WvqSwZHNuWzvi4cQt1QUplu4VT35M8jbgFNZZMI7LBXNywSGYYhjkAqLVie0kYx/BdG7aV7xtWoUiCblUzAGz2Q5m5rYOc24fS9gk1brHWLYjktN1CFWK3XrOEH7z1KnnvUcElBsSP+dVMMuW+1Uxy8X68wlpqlSCKEcT6CIMQ5OJapghDy3OkGx8aB/cyEVzVBiGd5Kq4RVDvJE8Wt7CUr+uXiVT2JEeTD+610w89E1XAMQcCFskMwzAHAKol2+u4BW2Acx1bCsEiJPA2NSI5ihN0B6GME9RBovThlVQkq05yV7RoUE/yMIpFN3FBmGaLKBLpfqtCrOmZnGTKJCsiOV0/7eac5CyOAaSOdVQW44AQwPTa40Qv9hrpMXGciAYMbX2b+DVMNw4WoX7mIO041g7uldot9IN7YSQ+XIxdAaectzqTbO5Jpj9DEvSTuMD0oWeiCjjmQMAimWEY5gCwX+IWYiWziAREBid5JxWSukwyidxBMGrcQu8ku7aF1WLcItJ3AsvOYEW8qk5wsQKumEmeVURyd1COJsyUnORExjrcQkahqbjEiSZuIY6xMQii0n2o5NottMtEaHAvNq62zgb3ysOI6jFRKtan4iRXZJKfcqiDpxzq4LrDM+VzFNdSTyGTHFft0mYuCS6hbhKGYZiDS1YBt/fLRLw0N1tfAVd2kjdT4dwfQSQnSSKjGw+vigo2EslH55qZk+xlmeQgiktijwRtVSZ5vZetrs7aLdJMclMXt1CcZD//T21Y5ST7jsxXm1Y9Nz0H/TAqZaNV1GUipuo2et4kpJ1RnOS03cK1x3dv51seLAtGV5w4MtfER37xpdrnKGc+jXaLThq32NasEmcuLdhJZhiGOQDIjXt77iQLUeY6trynIrICblB2kqVIHmEpyiDMMsQPKXGLtu9gsePJTHIrFanCwTXHLYLUaQZ07RZlJ1kbt9BkkjuNfPdvEGWDe0XB3vIcOdioG9wDhJPcD2JESZWTTNfS16p5TiaSTRVwUiQH5HpXtFsYIhuj0PQcXDYnNtR5FZnkKqSTHE0ukqkykKIzzKULi2SGYZgDQCid5L3PJEsn2eBqk0usG9zb3Alzx1RBrnHHd/DoWk/mmWcaLuZbXrndIqIhtWKjRDlukcsku06uAo427uniFiSsVJHsOrZ0s+k6psE9dShPrPg2DO4NIxln0fckZ40RunPQgFz2nlQ5yVHu9eaPsVOhPZkwPb7Uzl3zfJErvdMPM5PEiY/ONeoPYi4JWCQzDMMcAAKZSd7rdovUSa6IW6jLRJJC7nNLiVsUnytCru3Vyx0MoxjbwxBbgxAzTRdzTU/GFrK4RYIwiuXQGkGCMYji0qIQIHWSlUHCoCBOl2eEqJpvebK6rih+1UhGvkWjkEn2syYNU/yA4hZZrtnsJIsO5NLTuY17psE9dcmH7l7V84SxfkBwVK5eFiK5KpNchWWJv3Mk6CdZKf3z33Ij/u23Pw3f/azLxz4HczBgkcwwDHMAIEG613GLMIplu4Vxmcgwqy8rtlhQ40Wc1OeryUlenhELQQZBjG4/xGzqJBPUbkEiuCjEPLecSVYFYbECrhjJ+JanH8Vf/8w34IYjM0pPcv6fV9VtHoaJ/FBTFHOjxC3E/cSllg0Vco9NcQvbtmBbSBeBmOIW4teqZSL0mCk/PSpXL3fEtUZsNdHhObbSbjH+vbR8B//HS6/TDioylxb8N4BhGOYAQIJ0P8QtXMeW64p17CiCs9hwof6+riuZHOnFthDJwyjG9iBEpyCSfdeGY1si5pC2b6hk7RaJtjGiLpPsOTZuvWYJDS9bBFK8RtFJzlo09HGLJDF3D4/SbkERk6rWCdexEUSxUeBSLIWaRnTLRNRrT9JNTHGLxzd2xj6H61hZTzK3tzFTgEUywzDMAYAE017HLYJ0TXJVJpnELVDuSqZMMlCfSybXllZLD4JIZpJfcP0heZyvZKRDjZPsq+0WmpwvVcBR/CNKX2Mx6+srIpJyzkTHd+UyjJxjXRzc8x3EiRD8caLv6m16wtkmJ1kncNVhQZNI9myr2iVOv68/gpMsrqO9zEhQ3OLUufFFsufYSiaZVTIzOSySGYZhDgAk7vY6bhFF6TKRdKBLx84wksK2W6jZ2lSc5LofvW8XRXIYY6svMskvviETyY5twXNs2SpRdHldpyaT7Oa3uZkG3UgEA2Un+Ue/4Wr8zEuuS6+TtVsU89HNND/dH4plITrh2fIc9MM4c5I1Od62Ujtnyuc6NRlehxojAn3OGig4yZPELZZE3GKSauJpZZIZhmCRzDAMcwCgtoS9jlsEqVMr4hbmjXtHZsWwW2XcosZJ1onk7kBkki3Lws9/y1MBiA1qdD9h6gKr6OMWaibZTu9HvB76IFCk4WbubTGa8Iqbj+FHnn8cAKSjDegr4ADxHsWJXow3PVu0W8hO5/I/5eqqbFMMwnPsSie52BihF9LZtScRpvNtr/6gGlQnmTUyMw14mQjDMMwBINxHy0ScmrjFzjDCkbkm7nlyq7RQJB+3qBb8tN2uGLeg3uKfe9n1eMXNx3D9kRm4tuIkFwf3bDVuUV6cQe6ucCm9kZzkKteVstGAZnDPF+cQIrkibhGOlkkGzILRdaysA7liax8J6bpM8qQJh9/+/mfJbPI4uI4F+uHFJK42wxAskhmGYQ4Aezm4F8cJgjhGw3XSdgs7jVuU7yWOk2oneXAeg3upk0yDe9vDEFGcSDfWsixcf0SsMPYcS3YCF8WenYp6NW5R3LgHZPGPMC5v7VOPE9crP59r0agY3AOAXtq3rF8m4iBJspYQnWBXF5w4psE925bxBO3q6kJPsu46eTE+mTD9gVuvmuj71fecNTIzDThuwTAMcwAI4r1bJvJv/vrLuPFX3gsA6YriNG6hcZLJlaSFDToneTZtgqgd3BuG8F1bRgvIhW75TulYatsIDZVormPl4xa5nmTVSc7c8iK5TLLGSc4c60RbNQdkrjUNN+qEJ4lx6mTWRz9seY+muIXrVA/u0fdVuc1HZpvya5MY3y3U++NMMjMNWCQzDMMcADIneffjFv/fl04CAM7tBGl7hBBousE9ckgPpQs4iu0WW/0Ah1OXuS5usZ02WTQ8W14fyEStiufYGEaxzExrnw9VJ9mcSQ6jpDRwB+RFsq+LJtAq6CgbujM5yTTQqB3c8/PHmHqSyeU1O8lZ3KIqkzwIxQcLXfRD3U631+6t6p5z3IKZBiySGYZhDgDk2g53wUle7Q7wk2/7AjZ6YqMddRKfONuTy0Q8Rx+3oI7kTsNFw7VlcwKx2Q9lFKN+cC9Cp+FIQbrREyK56WqiDrZYbhLFiXR0Vfz0fnU53yyTnA7uxYlsflBRB/d0cQw1k6yrmgMyAdxLXWKdC9x08yJZtwkPyIb3DE+ng3sV7RY0uGdw3wHgyFzmJO+1MJ1VuqhZIzPTgEUywzDMAYDaLXajAu4Lj5zFB+8+ja+d2gQAHJsXQunE2R7iRDimjmFwj3K0bd+B7+aXdCRJgs2dAIfTH+GP0pPc8ctOsi5uQQtBTFEJz7ERhEk2uKepgCNBKSIldZlkvbvrORaCONu4V8wuk5O8LTPJ+sE9IGv3MIlgcpLNy0Qs6Y7r3pOGa0thr3POgXyLxl5HHGabWUPGXgt25mDAIplhGOYAEMW7126x0hUOMuVmj6Zu4sNr2wCQOsn6uAU5yS3PEU6yIpL7gXBypZMcVgv+3jBMHWkhBqljuemWRXLTdWT+Wds84Vjpkg/Nxj3N4J5JVBK6wT16XI1bFKMfMpNcEbdoph8KRnWSzT3JipOsEZWWZcmV31UCmFZu73UMWHWS9zofzRwMWCQzDMNc5CRJIsXxbgzurXUHANTohBB2D68Ikeyk7RaRNpOcimRfxCSGihAmkUuZ5GIUAwDObPXxp594CHGcoDuI0Glkm+zISW5qMslN30G3TxlefdxiGJkyyfnBvdDQk+yPIJJFi4a+jxnIXPDtisG9ZqEBwyRgaaHIuBv3AGC506h8PQBwKP3z2ustd6pIZieZmQYskhmGYS5yVDF6IUTyPU9uypXMgMgkA1l0ggT6I6mT7DlZpVqRLG4hxK2aoaY6uKpM8u13nMKvv+dufOmx9XRwz5EO7jnKJHvlf9pani2dV52TLBzexJBJpriFkkmucJItyyw6xeY/fR+zuM98lMLUkyyOMbdbANmHl6q4Ra1IHsFJPpQes9fCdE6JW1isbpgpwH+NGIZhLnLCnEiebtzi84+cxbe/+RN4+6cflY+tblHcIkyvKYTWw6vkJFtSDBZR4xa+a2OodCGfSyvcFjs+bEvfbnFyfQcA8JF7z2A7zSS7tgXbqnaSW54jRbhOVHou9SRrMsm0KjpQMskaZ5Wc5CrXNRPJNXEL6kAeIW5hErAdGbcw3wu59aZzUAtJpZOcHlNxyK4wx04yM2VYJDMMw1zkqGJ02k7yWpo//vh9K9lj2xS3yCrRAGA1PTYTwOV76SmDew3XyR1DInau6Ymtchon+eR6DwDwri89jjNbAxyda8KyLDRcpzpu4TmZqNQ2T6QVcZrWiWxwL3OStXELR1zXNOQGQPZH06BlUXw6tgXftZWhPLOTTPERXaUdoMQtjJnkUeIWozjJQiTTn+1eoQ7ucSaZmQYskhmGYS5y1BaJaTvJ5M6d3urLx0gM76ROshqZeMqhDr7j5mNakdwPItx3eguAEHrFuAV1Js+3XLl6uQg5yafO9dHxHbz2hdcAEC5uJpLL/7Q1PUeuLNZ2HKcOb6TJCp/v4J6nqaDLXSdOEEXlWAfR8hwpOCvjFkMa3DM1T9T1JNvypxCmY5ZTAVz14YtEMn2g2iu4Ao6ZNiySGYZhLnKC+MI5ybTJ7/TmQD62uiW+JiEXRjEOzTTw9GNz+OMffR7mW15JAAPAT739C3jLxx9C07Mx23TLg3upyJ1temi6dilukSQJHl/fwYtuOATHtvBL3/40KeIari2jHNq4hV/dYSziFlkm2cllks9vcM/UNiGubSEIY/m+6sR2y3OUCrjyOagHOotb6K9XN7jnu/Ub6iiTTB3UOg7NimMoq75XcAUcM23c+kMYhmGY/UzeSZ6ySE5F7EoqjPtBhK1UnJEoDaIEN18xh//52tvk9wlnNkEcJ7BtC596cBWfuH8Vr/um6/Bj33CNdJJ7vWzjHlW0meIWmzshtgYhXvLUw3jzDz1HCmQAsisZyIbfVNTHtJlkx0a3H8pMsjrcR5lnuXEvTtCqcJJ9Q/yBrhPGsVy6onOKW76TxS0MzwPZcJ/JBZaDewYBrA66mTPJQgDvVHRW33RsDgBw1VLbeMxukG+32MMbYQ4MLJIZhmEuckgkWxa0CzwmOndha97advYj9azdIi5la8lVHUYxmraDP/jQAzg618DPvewG6cwWl4ls9gO4toWmZ6OhEckn0jzylYutnEAG8tvu9Jnk7P50GV6RSdY7yZR5JifZmEkeIW7hOtl1TFnipufI5gq9k5xvt9Bt/wOUwT2DiF5o+/Lrugq4Km45voi//ZffiJuOzdYeeyHJ9SSzSmamAMctGIZhLnJIyLY9Z+prqYeK6O4NQxm1EL83i+SGIpIB4KunzuHbnnFZTsDqKuDmWh4sSwjlYtyC8shXLpYdS1pN7aXb/orknWRdM4WVb50oHEMb+4D6dgtTRhgQeegwvY5uPba4V1s2h+icZNu24Dt2ZVsHAHT86naLxXa9k0xxizpuvnJe+57sJmrcYq87m5mDAYtkhmGYixxyP1u+c8HiFgDw+PqObLZwbCsXtyh2D0snOf3+IEpKDm+jlEkO5aBg0y07yScVJ7kIxS10LnLxcVPcQt24Vzyk6TpycC+KY+05yM0eqQIujo1Ocst3KpeJACJKMWoFnEkwLk7JSd4vqCuyGWYasEhmGIbZp6x1B/jio2drjyNh3PKdqcctVNF9cn1HdiRfvtCUcYswiksuIjm7JIKHUawV0sUKOHIDm55dard4fGMHMw0X8y0PRci5Nonk/OCeeZkICeCisGwo9xPWLBOpEsli/bXYkGgauGt5TraW2nCq2aYn2zrMTnLabmF4fqFdP+imvm/7HY5YMNOGP3YxDMPsQ5IkwfN+/YMAgId/8xWVPz4mYdz2XJyOptswkBPJGzvyR/xXLrSxNRBfD6PEnEkORa1aFOuPKVbAzbVSJ9lzSnGLs9tDLM/42veCXFxd/RuQ5XgBvYj1HAvD1EnWieiGa2cVcIZ2i0wkm/+sfGVwz3Rc06t3kkfJ37ZrMslLncxJroqIMMylCotkhmGYfcjtd56SX3cHYS5vWYQyyc0LELdQM8lPbOwgihM0XBtLHR9n0u7kMNa7xOL7Y3lPvlt2m4sVcIdnZsRr0QzuDcNYCtEidG5VDKuojqhOVFIMIooSbWa5OLinc4FlJrnOSQ6rB/fU/LTpw5Eqkk2Vc9STbPp8NcrgHgDcfMU8rlgoR1wY5qDDIplhGGYf8hefeUx+vdYdVopkWiDS8mwkCYm46TiDJHDbvthoFydCoLV8J2u3CDXtFk62gIPcYl/nJOfiFqqTXB7cG4RxSWgTJJ5N8QA1hqFzcD3HRhDGxihF08t6mENDJtmXFXDV7RZBLK5jGtzrKNlakws8O0J9W1sO7pkyyfXnAIC//blvND7HMAcZziQzDMPsQ7qDUIo5tXZNh4xbpKJomm4yDe4tdXxs9UOZG277Dno0uKdxRTMnOZLnKDnJrtj4RlvuNpVM8uGZBtZ7QzmcBggn2SRAZdzC5CTXtFt46SY8kwBu+65s84gMLjDdm8khpmNEi4Z+ax+Q9RsD5r5ftePYFJU4NNPALccX8PS0x7iImu3mPC/DlGGRzDAMsw8ZRjGOzjUBiCxuFbRxj4TgNGvgSHAvtn1s9YM0+uGi5Tm5nmSdSwwI95fupyq3HEYxesNIir/nX7uMKE7w+YezwUURt9CLYDpXw5RJVh7Xxy2yCjjd8zMNVy7vCA09ya5jw7Gt6sE920KYDu6ZYhmqkzxK3MK0LMR3bbzzZ1+I51+7rL8X5fq8oY5hykwkki3LesSyrLssy7rDsqwvpI8tWZb1Acuy7k9/XZzOrTIMw1w6BFGMY/NCJK/VrPslJ5miBtNsuBhGCXzHxlzLxWY/xFY/lHGLQRhjGMZIEk2vsCKAg1DcT7lL2ZHH0LY9En/Pu3oRvmvjkw+syuMH0QhxixHaLfSDeyKqMtRERwARN6HlHVFFM0XDtSsH9zw3q4AzHTfbqN8cR1V50xq4OyiDe2qEhGEmZRqZ5G9KkmRV+f3rAXwoSZLfsizr9env/+0UrsMwDHPJMAwzJ7kubkGrlNupEJxm3IJaGGYbHla2ugCAQzMdeS1qu/DcQtzCyQTw0DS4R25zFKE/FMfMtagCzsHzji/iUw+uyeMHQQR/Vt/bW9eTrIpn0+AeINYv657vNFxspws+goqOY9+1q3uSbVEBZ9raR9cizO0WnvG1jMNBiVt84OdfgifP9ff6NpgDwoWIW3wPgLelX78NwCsvwDUYhmEONMMwxlxLZH9r4xZycC8TptMiiGJ4ro3ZpptmkkXTBl1rM3WAi0NoarsF3Y9fEJYNpUt5MxXbaozghdcv42tPbGI9ff3DyNxuUVsBVzu4Jx7bCSKteO00HPSGEZIkqRyMbLpOTU+yjTBt/BglbmG6zuyUneSDIpIPzTTwzCvm9/o2mAPCpE5yAuD9lmUlAP44SZK3ADiaJMkTAJAkyROWZR3RfaNlWT8N4KcB4Pjx4xPeBsMwzMFimOZ8lzp+rUimCrjWBXCSqQN5tunlIhGtdEhwcyd1kis27hkr4JRj6DyqSL7h6CwAsURkseOLwb2auIXJSW64NiwLIhpiiFsAwM7Q7CRHcYJB2oBhEqdv/O6n46ql8tps9TpBlCCMEuNrmcllkvXnIcednWSGuXBMKpJfmCTJqVQIf8CyrHtG/cZUUL8FAG699dbprohiGIa5yKFO4OWZBlZrMsmBbLdIM8nx9P6TSkN5cy1XNk1QuwUA6QAXhaeaSa4d3ItieW61tYHEIrVKDCp6kusyyZZloek6RqeY7q0fRFoR3Uk/FGz1Q20Gm/iOm49pH8+uYyGIYwRxgrbBSZ4ZKW6ROskVrvUo+I5Y6MKDewxTZqL/dyVJcir99QyAdwG4DcBpy7KOAUD665lJb5JhGOZSIkmSdI2zjeVRnGQ5uCeE09TjFo6V6+WdbbhZ3GJHiFtTu8UwimUFnKlLeRjGUgi3lQE7+pqywNUVcNRuYV6jTE67XiTXxS3Ee3tuhz4UjCcqaUBwEETw9kEmmcR2krBXxTBFxhbJlmV1LMuapa8BfCuArwC4HcBr0sNeA+BvJr1JhmGYS4koTpAkQmieV9zCm37cIkjFuhqDoHYLwCwafY2TXBW3ICGsCkT6upe2SgzD2CiC6zLJQPb+6NxXupd+oO8v7hSc83HFKb1PwrHWn2NmhHaLaWWSf+2Vz8R8y8M8t0IwTIlJ4hZHAbwr7XB0AfxlkiTvtSzr8wDeYVnWPwfwGIAfmPw2GYY5SKxsDXBuJ8D1R2b2+lb2JaqoXJ7xsdYdIkkSY2fuhYxbDEORSZ7LieRy3MK4cS9UB/fMIpmEsNZJTqMYQ00fc/FcprgFkAlobcdxGp/oDSMcmR3BSR5TnPpKi4ZxnfQIHcgkkieNSbzi5mN4RU1EhGEuVcZ2kpMkeShJkmen/3tGkiT/MX18LUmSlydJckP669m6czEHhz/5+EP47ENr9QcylzS/98H78Nq3fm6vbwNJkuA3//5uPHBma69vJYfaK7zc8XOZXR1hVHCSL0DcQs0KzzbdTCSbBveUKAWJeHMFXOYk09ZAIHNUt4chwihGFJuH3eoG99TndA6upzi8+sG9/Osd20lOv29naHaS28prMIlg+vMYN/bBMEw9vHGPmSr/9SMP4N13PL7Xt8Hsc87tBDi5voNBGO3pfaz3Avzxxx7CB+/e/dGJJEnwga+dlgJXZRCJ90XELUQvsClycceJDZxc3wGQicBpb9yjdgtipunKa5mcZNu24DmWqIBLX09VJnl7EKLp2TnxSYK5N4yMkQ0i60muj1sU6+oAseQDEA6vrsJtWk6y62SxDpOTrLrHpss0PQe+Y3MrBcNcQFgkM1NlGMboB9P7B5o5mNCWtlMbe1v6L3+MP0XndVTueXILP/X2L+A9dz1Reo7up+HYcuve46kQLvIzf/5F/PlnHgWQuZ3BFDfu6TLJc01XClga3NPmfB27sHGv0JOcyyRHuSwuQIs5LGwPwuw9qetJNqytBsTgnmXpIwwk2E0dyJ1C5d24rRLyg0Fk3rinYorYAMLRPyib8hhmP8IimZkqQRSjH+ytO8jsf0jwnFzv7el9qK0Ju81aVzjDXzu1WXqORK7nWrghzW3fd7ocCUmSBGvboh7OsjLndWeK/x8MokQuEyHUTPKGIW4BCJE76uBebxDmohZE23exPQgxCKudZBok7DTMozZNz9G6yEDeGR6l3WLSwb1Rz1F1yGzTNa7HZhhmcqaxlpphAABxnCCMExbJTC2ZSNa7o7sFOcl7EfugmMLdT5bFbzbo5uDwbAMLbQ/3nu6WjtsJokxQ27YUrjtDc375fBE9yYUKuKaLhmvDtjLRqIsoSJFsGNwj93eQOsnq0B4x03CxPYyM5yCec+UC3vQDz8YLrls2vpam5xgzvJ4ivnXiNctgp875mCJZfZ+qNvNV3Qsx1/LAzW0Mc+Hgj6DM1AjSGqppuljMwYScxT13kpVqsd2Gfmx/zxNlJ3mouKaWZeGpR2dxv8ZJJoEKAFGSSCFHncOj8P987jF85F5zJpviFr5ry8xwy3NgWRY6vqsM7hlEcjTKxr0IvWGodYHbvoPeMHOSTRVwtm3h+593ZWUMouWZM7yq+NYJ6YZrw7WtiZ1k1XEfRWhXtVcsdfzKNg+GYSaDRTIzNcjR4kwyUweJwBNn94uTvPt/Z0lsndkaYK2wUS/bUCcE0lOPzuDe01ulhQ85kRwnMnJAIvmtn3wY17z+PZW9ya9/51147f/8vPH5IF1LDYiYxUzDlTnZTsPFRk/ERnSCjzLJ9OddvXFP7yS3Gy62B/VO8ijccGQW1x3W1w62lGvrBuosy0Lbd5TBvfHuQ/2+UXLNVQ1v/9d3PR2//r3PHOs+GIaph0UyMzWodorjFkwd+yeTvIdOcj8TuPcUIhfDQv72xqOz2OqHeHIzP+h4rhfkfk9tBzvp6/ofn3wYAHC/JqpRhMRukWEYKyLZzWWT241MNOqywr7rYBBmTnJRSOc27g3C0uAeIJZ4iEyyeE2mwb1R+KkXX4t3v+6F2ueuWe7I65sc3pmGO7mT7KpxC/M5yCGucpKvPTyDpx6dHes+GIaph0UyMzXoH8K9cOWYi4ssbnHpOsmbO6EUicXhPTnolj5PQujegphWnWRAuJ0tz5FO8vWpa3rX4xu19/PpB/X95kEUw3eFUJttevkquIYL2luidZLTuMUwSmR0RJt1FIUAACAASURBVIVEIq2lNg7uqZnkCURyFY5t4bnHF+TXOtoNV6m8G1MkK+eu6nQmV33SZSEMw4wPi2RmatA/7DvnkYdkLk1I8JzZGuzpTx66Y4rkc73AKCpHPsdOgGMLTTztsln8yScewqoSuQiKTvJlQiR/rZBf3uyXB/RavoOdQDx+eFZ0LH/55DnjfZBm+4cHVuVjj631pBikTDIAPOuKedx8xZw8To1H6DLJDcfGMBQCVxeTsCwLvmvLZSJUYacy0xCZZPrvyyROch23HF8EYJ6r6EzBSX765XP45puO4udedj1efdtx43EtKZLHugzDMFOARTIzNWQmeY8XRDD7n4Eimla2BjVHXzh6w/HaLf7q84/hR/70M5Vb8OrY7AeYb3n43R98DjZ2Arzx9q/K54qVaQttH9cst/GPj+Ud4aKTDNCgm3g9NB9w1+N6kRzFiXSCP3T3GfSDCCfO9vDi3/4I3vCurwAQ/7+mHO2vvfKZ+M/f/2z5/R3F+a1qtxButKHfOM0t9wYGJznNJA+CC+skA8Ct1wiR/FVNLR8goh9bfWq3GO8+Fto+/vQ1t+IXvvVGLHV843EXYsU4wzDnB4tkZmpQ3IIzyUwdwzDCQlv82P58mhimzbjtFuu9IeIEePLc+HGRzZ0Ac00PT798Dq/+uqvwobtPS7EeROVBt1uOL+IfH1vPDe/pRLIat6Bf735iEx++5zS2+vnj6XW/5KmH8eRmH7/xd3fjl995FwDgsbMiLz6MYniu3s5U2yiMPclRnOaaDa0Sro3eQGzU62gG9yiTXLdxbxo85yoRtyi+T/JelNd7oTfdtZRtgwzD7A0skpmpMZSDe3FpCp9hVIZRjMW2cNG2p9jpe76Mm0mm73vi3PgbA8/tBJhrCSH0ohsOox/E+NKjG7n7USMKz716EavdYa4RZHMnwGzTxWf/3cvx4V94CQDhQFLkiWIXQZTgJ976Bbzpfffm7oE+0L70xsP4wVuvxNs//aiMXbTS9c6iJ1n/T4UajzBt3BsEcS6yUTrGtbGeDg3qK+Bc7ASRvNdJ2i3qmG16+M1X3Yy3/cRt2udVEW/qW54Wz75yHgC0jR8Mw+wOLJKZqaHWTPHwHlPFMIyx2Emd5MF4TtkwjPHhe05PdB/jbtzrpj9yf2KCtdqb/RDzLfEePP/aJTi2hX94YCV3P2r+9pZ0qOxLj63Lx87tiMjG0bkmrk2H9Nq+K2MkO8MItz1lCb/ynTfhG68/hHffcSr3kx6KRjU9B7/6T56B33/1c/H+f/1ifMvTj2KjFyCKEySJeemFGrfQiddscM8ct8iLZP0yEQDYSJs8TD3J0+LVtx3HMy6f1z63m07yr3zn0/GXP/l83HRsrv5ghmEuCCySmalBmWSAIxe7zTu/dBLr2/oKr/1GGMWIE0gnedxc7wfvPo2feOsX8PDq9tj3IuMWFT3COrrp9+mc5CCK8f1/9Cm84wsnKs9BcQtAOJjPuWoB//DAmjwHkBenNx6dRdt3tCJZpeXn4xbzLQ8/+aJr8TMvuQ7ndgJ84GvZBwvKLDc9G23fxT959uV46tFZLLY9rPeG2vtQaSuiUeesqhv3TA6w79hYTwWwPpMsRDEJ6QvpJNdB7/V8y8Pl860Lei3ftfGC6w9d0GswDFMNi2RmaqhOMi8U2T3ObPXx8++4E/9vjSjbK06u9/CJ+1fk70mQLqQiuTdm3GIt/VBgyo+OwrhrqbsDcc0nN3eQJAne8K678IcfeQCAcDy/8Og6fumvv4w7T+ir1/pBhEEYY04RuF9/7RLuOrmBQaivO3MdG8eX2jlhvqkRyW3fke0M/SCSfbsvuG4ZVyy08N8/9qASjUqdZDfvzi62faz3AvkTIVOeeEaNW5gq4GoG93zXlh3NOieZ3Gopki9gJrmOH3/BNfiDVz8Xn3r9y3DZfHPP7oNhmN2BRTIzNVQ3jldT7x7r20Kw0aDVfuPP/uER/Is//6LMqZNAW0rjFtuDEBu94XkLVVqHPEnl4LjLRLYVJ/lv7jiFv/jsY/jtNO+r/hTlv3/sQe33U72aKpKPzbcQJ0JkmzqBZxquFPZAmmtulkWy6iTLvl3bwr//rpvw1VOb+O333ZO712Jf70LbxzCM5XtsEqbk/HqOVepABrKNe+rWvtIxbo2TnN4//T2/kBVwdRyZa+K7n325NjvNMMzBg0UyMzWCUHWSWSTvFuSw7fViDhM7QYjeMMLWIJ//zQb3IrzyDz+J//zee43n0EFVXJN8IJt0cO+R1W1Z3fa0tMtYPdeTm32cONvDa/7sc3jBb34In3lIxCk2d8T3zynb6+j9UGMORXe23XClsAcMcQvPzQb3hlFu3fK3P/MYXvmcy/H2Tz+KJEnkT3waXv6fgsW0eeRMWs9nzCSnzq/p+UbagVzVbtH2HURpzVlHI5Ipk3x2e+/jFgzDXFrwf22YqTGMWCTvBTTQdFJxkqM4wZvedy/ObI0/WDYtqN+W+pBJRM41PViWGIJ77GwP7/3Kk+fVikIxi0miPduD8Qb3SPA/stbDuZ0Ai21P/p2nXzu+g5WtAT567xl87L4VrG4P8Y7Pi0gMVbepTjINMp7dHmKQxhOK7mzHd9ArOMnzbZ2THCJJEuwocQvimVfMYxDG2NwJc4N7KhSFWUn//tQN7pnWOFPcQrwe/cDd865eys6niVtQ7nm9N4TnWLB5uwbDMLsEi2RmagQct9gTzu1kTnKcOnIPr27jv37kAdx+x6m9vDUAmSg+sylEMv09aXg2Or6LM1t9xAnw+MYOHlwZfQiPnORJPpBtD8d3kkmrzTVdvOxpR6XDS7GRq5baWO0O8ORmH45t4TtvPoYP3n0aQRTLuIXqAtNiCYpbNDTCVDRXZGJ8EMbawb04EQ59GCelCjHawrfS7csPMMUIQ9lJru5JNuaN09ewMwzhG87xsqcdKZ0vdw0/G9xjF5lhmN2E/4vDTI0gzFzAAQ/u7RqU5xxGMVbS1cY0DHf/6e6e3RdBopHuTS6FcGx0Gg5OKTVqH7tvpXwCA+Qkj/uBLIxi9IMYrm0hihOEIzZcRHGC3jDC8aU2AODlNx3FQtuTDi8521cuttAPYjxwposjsw284uZj2OyH+MxDazLrq+aJKW5xdlvELTyN8JxpOFLYZ+fIC0sSxWvp+90qRBhIJJ/ZGsg/m6KTvJgKdvpgY45bkJNszhsD4qcFJiH9rCuyujVdJ7B0kreDC17/xjAMo8IimZkaHLfYGyhuAQAn0sgFDZbdd2ZrT+5JJXOShRhWh9I6votTG1mW2iSSe8MQb/n4g7m6uEmd5F76fSQIR62BI5H6zFTcveLmYyIGEUSI40QKzysXhYj+yuObODrXxItuOISW5+BDd5/JBG4rE7C0gXB9e2isTGs3XNkrvZm+/jlNuwWQtX8U4xZHZkUrw8rWoGJwj5zkurhFmkk2bOSTInkQGs+hxid0g3uHZnxYlvjzYSeZYZjdhP+Lw0yNXAXceTYVMOND9VkAcGJdiGRykh843d3z7Ycyk0xOsqwVs9FuODiVrna+ermNe57Y1J7j0w+u4Tf+7h58x3/5uPx7NungHuWRl0kkjxi5oO974fWH8J5/9Y345puOoN1wkSTi773qJAMiRnLZXBNNz8HVy22cXN/BancIywKWUvcYABqug47vYL0XiDYIjfDs+I5c80xO+mzBSSbBu9YVfy+McYutQdaTXHB5F1q+PAaoj1t4Bie5keaQt4eRUSQDwMf/zTfhd3/w2doFHQ3XwdFU2O9l/RvDMJce/F8cZmrkMsnDesHxpvfdi//xDw9fyFu6JNjoBbhqSQiyk+nKYsqtbg3CiVYnTwMZt9jMi2RykkmoPevKBZzZGkiBf2pjR34v5X1PnN3B//rCSQBZjVp/zAo4ctsp5jAIY9xxYgMv/K0PyyYFHbRtb6bh4hmXz8OyLOmobg+y9clXpXEMALJT99BMA6vdAVa7Ayy2/dIq58WOj/VehZOcOq29YSg/JMyWKuDEMRS3KLrEc00XvmtXOsm+a2Om4cpMsnEttayA0z9POesoTioF7vHlNl51y5XG5+kDB4tkhmF2E/4vDjM1znfj3t9/5QncfsfjF/KWLgk2doY4NtfC4dlGyUkGgPtO723kguIW5CQPIkUkK4Naz75SxBceXeshSRK84Lc+jFt/7YM41wuwo7yeR8+K4T4ZtxhzBTo5wkuKk3zniQ08vrGDL5/ULwEBsg2BM8q9q+K16CQDqkj2sdodYGVrgMMzjdK5l1KRPAj1bRDU/rA9jLT3Ie4lH7coOsmWZeHwTCPvJGuyvgttLxvcM/Ukp/ej27YHAFcsZO/BJFEJei/3siOZYZhLD/4vDjM11B9XjxK36A5CPLpPF2BcTGz0RA3Y4ZmG/BF7T3FX93p4b1hot5BOsmPnBNyzr1oAADy6ti0F4NYgxBvefZd0fdu+g9WtIaI4kceMu0yEssVUvTYII5nBfeCM+T2j66oCX4rXQSTd78vmmjI+cNmcEMmHZ4U4Xe0OcGjWR5GFto/1dHBP1wYhxfggNMYtWn513AIAjsw1sNIdoB9G8BxLG3NYbPtK3EL/T4Xn2PBd2/j85QvZVrpJXGBy5dlJZhhmN+H/4jBTI4hiOLYFyxrtR+DdfoiNXoBzvfHXCjNCJC+2Pcy1XBlBIJE823Dx0OreiuSik0wiuZH+SB8QgvnGdBkHdQ8Tj53tSWf8eFqrpg7wjZ9JLsctSBSqIvkj957BN/zmh+Q9bI/oJLd9F4dmxLmPzmVxi0EY45G1Hg7pnOS2h7MUt9C2W4jrbA+jLG7R0A/und3Wxy0A4PBMA2c2RdyiuJKaWFD6l02ZZEDkpE3PL3V86f5WnaMOGbfgwT2GYXYR/i8OMzWCdPq84dq1PwKP4kTmTOnH58x4rPeGWGj7mG95cpPb9iCEa1u4YrElhd9ukSQJPvvQmhwYJGf1bNraoGaSSVzOtz3MNT0sd3w8urYtRbLv2uj2w3Twy8Kx+SbWtgfSRQXGF8kkenUi+X5FJH/y/lU8ca6P06kT3k3F9YzOSR5mmeSGa8shuWNKJpneC51IXmj72NgORJODRiSTABZOcirWixVwXppJNsQtgNTR7g4wCGNjrdpxJVNdJU47DdfoJFuWJSMXVYN7dVBTCFfAMQyzm7BIZqZGECXwHAstz0E/iNAbhvh377oL65ohKNUJfGSNIxfjQgslFlKRSeKyl64jph/v7yaffnANP/SWz+DLJ88BEO0WVEO2tj3IepJdW4pLWohxzaEOHlnNnOQrF1rYGoToDcLUmW1gdWsoBaI4/7gimSrgxLWHYdYz/cCZrBXkgRUhmKm2rZsKdFWcqjGIfhjBd2zYtiVzx5RJJtFc/JpY6vjYGoTYNlSmUcSjOwjRHYTo+E4pKlGOW5Rr1Q7PNnB2e4huP0TT0/8z8Pxrl+XXVQK347ulAUSVYwuTN1Owk8wwzF7A/8Vhpga5X81UJN/x2Ab+8rOP4VMPrpWOVUXyY2vsJI/DPz62jv/wt18DICq75lueErcI0fFdHJ5pYLVrbmq4ENDwIDVEDMJYipwzm4NcJplEH4nkq5fbeHRtWwrSyxda0knu+A4OzTawtj2QzwOTOMni+6jubJg6ybYl1j2TYKZMNwl3+gmIukK5I+MWEQZBjEYqPC+bb2G548vIg+oe65xk6mxe2RoY2i0ceZ2tflBykdVjzhp6koGsK/nxjR1tHAMAvv4p2bpo0+AeALz6tqvwPc++3Pj85fOTC9xj8y1YFg/uMQyzu/B/cZipEYQxPEeI5J0gxmr6j/TKVrmCrNtnJ3lSfv09d+OvPvcYAJEfnWt56A0jBFGM3jBCOxWVK93BrnYl04De1iBEHCcYRrEcvFrZGhQq4IRAWyCRvNTBKSXacMVCCzuBEITthnCSgyjB4+kCktmmO/bgHjVmUPZ2J4iw2h3i5ivFAOEDp7voDUN5LRLJYjGGJTuAgazloTcMMQgjKTz/1cuvx5++5lZ5nDqsR3llFVoHvbY91DqvHZlJFnGLYv0bgJxrD2TOsgq52I+u9YzC88hcNnTnaQb7iB9/4VPwfc8z17ddvjB5fZvv2rhmuYP5dvn1MgzDXChYJDNTI4iESG64NvpBhLOpE0eOnEp3IASHZQGPXQQi+RP3r+C/fPD+vb6NHGpmdL7lSTd2cycQIrnh4PBMA8MwltvZdgOqDdsehDJaIZ3krXzcQmaS03unNoT7002BVyjf1/EdKSwfXhU/fTgy25CDcucL5ZwpW3xms48oTvD81EF9ZK2HB89kP+Ugl77bD0u1a+Qki0xyLCMMx+ZbeO7xRXnccqcB0pumuAVR6SQPRAVc8T4AscFutuEiiBK4tqUVp5SRXu0OjE6ySlWcoo5pZJIB4G2vvQ2/+K03TnQOhmGY84FFMjM1gkgsDGj5Im5BP+4lZ1GFMqXXHZ7BIxdB3OJv7zyF3//w/ROv2w6jGD/z51/EHSfMPbyjolbuHV9qyxXH53YCbFOGN3UuVzUfVIp85J4z+MxD5WjM+XI6XT/d7Ydy2x4JpZWtgWy7UOMWtFqZWiDue7IL17ZwJBWSZzYHMpMMAA9Jkdwc+89kZxih7btSRJ5cF47xjUdFy8Z6byjFOqDELQZhrv4NAJqeDctKM8lBlHOZVRzbkkJY15P89GNz8mv94F7mJG/2w1L9G/Gsq0TntC5qAWQime7dxN//ny/Cjzz/uHT6x+HyKYnk48vt3IcIhmGYCw2LZGZqDFMnuekKkSzjFhqBlonkDta2h3u+Opm4//SWtiN3exAhipPK/txROLM1wHu/+iQ+ft/KROcBhFB69pXz+Op/+DZctdTOnOR+iJ1AxC0Oz6SO4QjDe2+8/av43fffN/F9kZPcHYQYRJTfdbHY9nBmqy+3yVmWVRrckyL5zBbmW56ME6xsDUR8JBWWD68IkXx4tjHRWuq272QiOY1VXLXURtOzsdEb4oEzQqx7jiVF8pbGwRVb91zZblElPA/NNMRKao3gW2j7uP7IDAC9SHZsMRjbG0bo9gOjSL7tGjF0N4z0LvtSx5dOtakCDgBuOjaH//i9N8OuiFvUcf2RGfiOnRPmDMMwFwMskpmpIcSPhaZnox/EONulTLIubiFE8lWLbURxsqtxgCp+8X/diTfe/pXS47R44p4nq7fXnTjbw4MrZiFNP7IfxdmtozcQTqh0Y5tZ3GJ7IAb3Mie5enivOwjx2NmeHLqbhBVVJAdZJ/KR2abMJJMApHunXPDROSGCN3oB5lueFNHDKEa74WJZiVv4jo2Ftjeyk5wkCb719z6Gv/6iWGvdC0QDCLm+5CQfnm1gse1jvRfg0bVe+gHEl/V659J7K9L2nTSTHFcKz8OzDSxpVlITz0vjGa5tWAXdcNBNK+CKHcnE868VkZGBoYrRsizZuDFK3GISLptv4vO/8s14wXXL9QczDMPsI1gkM5IonszNpUzyYtvHWncgB4e0IjkVxTTQtdHb3QYGHXGc4N7TW9r7pQUS9zyxWXmOX3n3V/Dz77jT+DwtTlkriNYvPrqOwOD6megOwlzDAkUWzu0E2Ekr4Mh51Q1Pqtz7pHhdT272czGOUTipCOskSeTWum4/lCKt4Yk6OpFJjqRInkudUHJV51uefG6+7eWc0o7vyE7jnSDC1cvtdEh0NJG82Q9x3+muXDndSz9I0PUeV0TyfMvDRm8o1kfPNjDfcmWjxtr2QIp1lU7DxfaAnGSz8PyG65bx4qceNj7/vKuFSD5p+MDS9l300go4k5P8nHR7YRUkkhsVrve0mG95sKzx3WiGYZi9gEUyA0D8g3zTv3+vFBDjQCL56mXRUHBqQ4ilte1hSYBvDUJYVpZVXd8HW/ce39hBP4ixobkX2s5295PVIvnE2R6eSH9sr4McczWCcmpjB9/3R5/Ce778xHndb2+Yz8ZmcYtAVqYttn04tlXrJN/9hHDIk0Tcz6g8cGYL3/ifPoKP3nsGgPhzDCLxZ91Nmx4AcpIbmZOcuqjXHZ7Bm3/oOfi2Z1wGQDic5CbPtzzMKE5p23dzncD/8mXXp3WD8UhxHcrIk4tPXdLU7iCG2Gz5vq33AqxuD3B4poG5VtZBfXZ7iOVOOU8sYhBi415VVdnPvvR6/N4PPcf4/C2pSKbcdZG272CzH6I3jLQVcEDmDlfp0mO75CQzDMNcrLBIZgAAj6z2MIxi3DnBQNkwSuC5Nq45JNzhxzd24NoWojjBesEp7vZDzPgullJHTrdwZLehvPFGLyiJLopb3P3E1v/f3nmHx3VW+f/zTi8qo241y1124rgkTm92qkkgtCV0wkIWlrALgWUh9N3fUsKyC2yjhw0LLGVhSYAESGUTO9WJndiJHTe5ybJldWlmNPX9/XHLFM3Ikuyxxsn5PM88Ht07c8sZafy9537POUUFmdaaw8PRghcFFpbQyrZbWJnr7mmIU+OYUjmDIiy7xXA0QSSeJOB12YVix7N37MgS/4UsF91DUb54z4sk87LdBwaM1z60wxDJvVkZ65xMsjl9zircs7K3Silet7o1R6g1mT18s+0WkOlLbL33NSta7MI0az/jiZSdrd+wq4+v3b+Th81j6zdj0Ddq/K5FE8aFhMscpQ4wry6IUoqaoJvBSJy+0Rj1FZke1MlUmsFIoqCfOOh1Gpnk5OSZ5OOxsCHI286fy1feuKLg+gqvyy6OLNQCzmLzZ6/mmc9cXXS9bbeYxBoiCILwSqZwGkJ4xWGJWEv0zISE6UmeVxe0ly1sqLAtDNnDE8ZixiAE6/Z5voieDaxOBvFU2ix8y/x5hGMpnA7FQDjOsbGYPYxBa23fRh6KJOx2ZIORwmOHbZGcZekoJJynQticuGbhczvwOB30j8VJpDSBrAEWxxXJPaO0hvx0D0Vtb242d2/p5nuPdvHGc9pYOifTgcHKUG/c3QdkOpl4XQ7COZ5kw24RT6XpG4tN2jPXKt6r9rtzPLfW5/Gnj63F6zIm2lkFctF4ih8/sZ/bf78DDbz7onn8YGMXWhuFY+uWNtpjmvvCmRZ17TUBlFJm28I0Z7YYXSFCAQ/HRmKMxpLUV3gZiibo6gvbdzwK2S0CHhdDkXjOMJGZoJTiS68/q+j6gNdl9xavLNACzqLmOJ0gmqusTLLkSgRBEAoh344CAEOmUDshkWzaLbJF8tJmo51Wvs931Ow1aw1PyLZb7Dk2dlJakU2X7M4V+faPSDzJogaj68B+U6B87b6XuP5fN3Bk2MjqHR7OiMtio6AtX+vIeNL2/mZE8tQvFNJpbfZCzogkpRRVfhdHzCyjta6h0suWg8P895MHCmbBtdbsODLK2s4GXA7FwQK/AzvNgsXuPAFteav3HAtzZHjcznDOrw8ahXuW3cLtsIdTdA9GJ52+1mjaLUJFMsktIT915gWIlUmOJlI8tKOXlpCflW3V3LGhizOaq3jzmnb7mGy7hfnZWL5twL64ObPFuACoCbgZNX3o9ZVee+S3tY2imeR4KmeYSCkIepz2RU8xT/JUmGNOwhO7hSAIQmFEJAsADNuZ5Ond8s/GEsnVAbctfjvnFBbJY7EkFT4XVT43DpVbuPe1+3by0Z9vmfFxTJXdvaNs6x62f96VJZKzj8cSpNa5WCLyqX0DvNgzwlu++zjxZJqeoYzVoJhIHs4ap2wVNlrLrOK6kfEED7x4dNJjt4rVKry5AqfK77ZFuzV44vWrWwh4nHzq11u5r8B2+8bijMWSLG6soCXk52CBTPJL5mjmfEtIf1aG+rE9fXb7t4xIzvREtvoCHxqMTimTXOV343I6bCGcndm3yIjcFPv7I5zTUcOd7zmPD12xiO+9aw0d9QFGx5NE4kn7WEfGDfFu+bazsUSyNaoajEx8td/NSDRhi9NCnmSroO54nuQTJTsOxTzJU8Ea3CKjngVBEAoj344CgF2sdnAgMuOexYmUtgcGdJjZ5GXmrfn8XsnWSF2HQxEKeOwMHcD+gfApGaX8pXt38IlfPQ8Y2dTdvWMsaTKyxdnFexFTkFrrDpoXElZh4r7+CEdHxumZRiYZMt7Y/Ezyr5/t5ub/2pSzvXwsj3S+cKzyFRLJbTz0N5ezuLGCL9+7fUL3Cms/LSE/7bX+CV0Vkqm03dZuQiY5HKc15CcUcLNxdz9bDw3TGvLTUOllLJbJlvvcDjtDnEzr44jkTOEeZNrE5QtawG7fNhRNcHg4SkddgCqfm49e00lLyG/bYnpHYrbdAoysspFJzo3fGZZIzhp/XGd6ktM6c4FUsLuFx5nVJ7l02dnLltTbzyfzJB+PtpoALoeys/KCIAhCLiKSBSBjLxiLJWfcaSKeSuNxGf7c+fWGSG6v9VPpdU3o+DAWS9p+ylDAnSNKDw5ESaRK3zu5fyxmZz6jiRSj40l74ln28Vjt32qCHpqqvBwajJBOa3qGo7ZwHgjHOTw8bo8cLjRABTJ9kiHjjR3J8yRbFwyTDS6xum0E8zLJ1X63LXqDWQLQ5XTwt9d2sq8/MmGQidXNoiXkp70mYF8EWOwfiNhi91De59g3ZrRIu2hhHY/t6eOpfQOcv6DWbIeWtHsYe11OWkN+W7hPlr20CvdCpl/dshT4C4hka9muo6NoTY7VBzKCu3c0lnMhdmR4nHgqPUF4W6LT8soDZncL4xiscdiF7BbVfjej4wmSaV3SYrgbVrbYXT5OxG5RG/Twh1sv5YaVLSfr0ARBEF5WiEgWABiOZgTETH3JiVSmtZclkusrvLTXBtift82x8czUstqAxy7cGxlP2JnV/pMwcGMyhqMJBs1pf5Yonl9viN7sQkJLJAc9LtpqAhwcjHBsLEYipVluFnoNROL0DEVpMYXgZHYLq+2d5Y219j0USZBIpW0hvfdY8XHd1jFNyCSbGU9jXa5QWzPPGDBhfRa9I+Pc98IRus2MuJUBHgjHSGd157D8yDUBt51JHoslCuiLwwAAIABJREFUGYrE6R+LU1/h4aKF9fQMjzMQjnPB/DoqvC4SKW1PVvS6HPjcTq5c1gSAY5LeZOfOr+Xj6zu5ZJGRMbV+T/JHQUPGk2y1sOuoC+Sst6wbR0fG6R+L43Ya+7V+xy2RXV/h5azWavt9NcFMhtayW4DRlk2pXBFt0V4bsGNfymI4pRSP3XYFH1/fyfy8i4LpsqixctKsviAIwisZ+XYUAEOgWd0YpiuSrQESiWTatlu844IOvvX2swkFPHTUBSZs0/IkAzl2i+yisf4St4UbjhpZv5Fo0haqVvu6jE84Zme0g14X7TV+Dg5EbW/umaawGooYmeSWar/d6qzYPhc0GMLGslfk+JTH4vZkt72TTO6LxC1Pcq5wXGr6poGcoj4wRK7f7bSF7h0bu3jfj55he88IPrcxvS4U8JDWuRnvnUfHUAouXdxA91CUjbv7WPvVh7npB08ZgzWCXi5elLEAnL+g1j4u63O1bBGvWdEMGMNTiuF2Orhl7SJbwFrZ8nzRDxkx+pIp5CdkkiuzRHI4zoJ6yzITMbdpHOfTn76Suz54sf0+K4sd9Djxe5z2oJauvrDdezof68LQON/SfrU2Vfm4Ze2iExoXLQiCIEyOiOSXIXdv6ea+F45M6z2DkThntRpWg31FhhgU41fPdnPJ7Q8Tjqdwm+KgNujhVWcZgmhuXYBDA1G7d3AqrQ2RbAqpmiy7Rfat/lJmktNpnclYh2N2oV5jpQ+/28lgOM4z+we56PYH+eFj+wBDMLXXBugZjnLA7HCx3PSwDoQT9AxHaQ75aKgoLpJHokmaq419WPaKbJHcNxbLZJIn+RwymeRc4fjui+bZz/PXKaVoq/HTPWQce5eZqX7Y7AqhlKI2mNttJJlK87vnD9PZVMmixgqOjcb4i//axFAkwdbuYfrH4tRVeJhXF6Cl2secKh9zawP2Z2sVJ1ot0S7vNCbNFRrrXAxroEiwUOGemUnecWSEKp8rx0sMUOV34XU5TLtFjCXmRYR10WYJcKVUjvC1MsX1lVanDePn/f3hglYLyPjwQTpGCIIgvBwQkfwy5Ft/2sMdG7qm9Z7haILmkJ/lrVXcu7VnWkVz9zx/mLg5ZMJdoLVXR22QeCpttybr6jMypNYwg9pgxm6RXTR2MjPJd27s4tafbbZ/Hosn7Vvjg5G43QIvZHbmODgY4UM/3Uwipe0phEGvi7YaP2kNm/YPALC0uQqHgoFwjCPD4zRX+2ms8hb1JA9HE1T73dRVeGwhPRzNDKc4NhazPcp7JvMkxzPZ7WyCXhefuX4ZkMmiZtNa47f7IO/rN0RyfzhOi9kOLJTXt/qnTx9kV+8YH7l6iW0TicRT3LJuEWltFOHVBj0opbjtumXc9qqlKKXs47JaxFk2HK/LyW/+6mJ+9r4Lip5bPpbvNuAtlEl2msebYF59cMLoY6UUjVVejo4YVpC2GsMOY7Xx8xcRs9a4bOvuypKmCpqqvCRSuqhIrq/w2BcHIpIFQRBOf0QkvwwZCMdzspPHw/Lkhvxu3nreXHYcGeWODV386In9x31vJJ5k455MT2OPc+LtX8snur/fylwahWOXLTGyiqGAh1gyTTSe4sBAxM6A9uf1DdZa24Vg0+XerUe4a8thth4yWr4NR3ItDlYmuybgoTrg4b4Xj9I9FMXndtiCKuh10l5jnMuTeweo9Lmo9hsWhd29YyRSmpZJMsnxpDGkpMrnpqMuYIvU4WiChZYFYzRm+3gPD48TiRcuXoyYhXuFLAg3X7qAPV+6jurAxGytNTAkndb2eUGmHZiVQbUy63du7OKcjhquOaOJ1hpDJJ83v5Y3ndNmv9cSkjesbOF1q1uBjLDtDxs+4GxbwIq2EO21ud7hybCyvYUyyS0hP1ctawSMoSGFaKr02Z9PXdBDfYXXtlsU8jmDUehY5XNRb3axcDkdvHlNu3m+hUWyUsq268iADkEQhNMf+SZ/maG1MQJ6OiJ5LJYkmdaEAm5uWGn01P3CPdv57F3bcsRkITbu7s9pKVYokzzXFESWReHhl3rpbKq0M5NWT+WBSJyDAxHm1QWp9rsn2C1+/MR+zv3iA/Z2poM1Te9HT+wDci0OA+G4nTm1MslaG+J+RWuIpJlyDnpdzDfF7K7eMfv4QwE3Lxw2xjobmWQfw9EE0XiuoLdsFNUBN51NVew8OkoqrRmJJlhoDirpG4szMp6wxW9XEcuFlUnO9yRbFPLMgtH2ayiSYM+xMbuHsXXckPVZhI3R3IcGo5w9N4RSis6mSpqrffz1FYtoq/HblolC7dCyPcneE+z0YPXSLpT1dToU37/pXO7+4MXc9qqlBd/fVOVje4/x+dQGPdRXeDhstskr1DHD4nWrW7nKLDQEuPHcdpQq3CPZwrJcnOg5C4IgCLOPiOTTiO8+sodP/PL5SV8zFkuSSOmcFmbF2NcXZjiasF8bCnio9Ln5xPqlXLrYKMTa01f8lv9AOM5/PLybSq/LLkYrJJJbQn7cTsX+gQij4wme3jfAuqWN9npLRL94eIR9/RHaa/3UVXjoy7Nb/GLTIUbHk3z6rq0T7CDjiRTnffEBfvf84Qn77x+LMRhJUOF1cfeWw4zFkjn9ivvNzLvVgcHKpl6xtJGm6oxlIeBx0Vzt510XdgDYIrk24LEtDM3VPrt4bG9e7CxhXu13s3ROJeOJNPv6w4zGksyp9tldMUaiCbvTgtXhIpXWOcV0xbpbHA8rG2yNkT6noybnXEJZmeThaIJYMm13iKgJenj8k1dy6eIGlFJ2u7xCojFjt4idcBHbOy7o4JtvP2fSIrWV7SG7J3I+jVVe21rTEvLbo6ehcCbe4v+9djlvMrPHYFxgfOvtZ/PeS+YXfY/VbeJExlILgiAI5YF8k59GPLann7uf67YL4AoxGDaEVDSR4tkDg5zzD/fbY3nBEFsvHRll66Fh1v7Tn/j7375gi7eQmRm86aJ5/N0NZwKTtyF7339t4sWeEW5/4wo7E+ouYLdwOhRtNQEO9EfYuLuPREqzzizgAqM1WaXXxbf+tJuuvjDnz6+jLujJySTv6wuztXuYM1uqeHRXH4/vyR1b3Tti9Dx+7uDQhP1bk/TeeHYrsWSal46M2h5kMMT+UCRui2PLpnDVsiaaKjMC0Oqp+6nrlnHxojouMS8kQlntwFpCfhY2GkJpT17sLGFe5XPbBWRPdxne5mq/m6YqH0dHxhmNJVnZHkIp7CEeP35iP5f948P2mOdwPIXbqabdvqvNFMkbdhvxe7XZbcJaXuVz4XQoBiNxjo4Y8bdEcj7WdLpC9gPLbjEynjxhkdwS8rN++ZwZv39JUyUOBbdetZjz59eyZl6Nva6QhWMy1i9vZl598bZrlrVIPMmCIAinPzPvRC+ccoajCcYTafb3h1nQUNh/OZDV33fDrj76w3F2HBm1hc49W3v40E8320MvuvrCOZlki7m1xjSuriKZ5JHxBM8cGOTWK5dw/YpmNh8YNJcX9tB2NlXyzP5B/B4nlT4XZ3dkhIrH5WDt0kZ++9xhXA7Fa1e18FTXgC0Qt3UP851H9gLw9Tev4tpvPMJT+wa4KKvtmFUodzhrNLSFNZTjurOa+eHj+9l5dDSzb6eDgXCccCxpd0ZY3FhBS7WPc+fV2rfpvS4HLjNL7nM7+cnNmcIzqyOE1+WgJuAm4HHiUBML7yzRXOV320NInsoSyXOqDO+s1tBY6aU15LcvUrYcHGIokmB/f4QlTZVEYslpZ5EB2syM8WN7+vC4HLzjgg7qKrxcsKAOMHy1NQE3g5GEXWg5p7qwSL7xXMujOzGTnG0D8c6yYLxxTTvrz5xDjVlwd67ZLxomt1vMhCuWNvLW8+baWXZBEATh9EUyyacRVsbX6glbiMEsi4IlBrOn3e3pNXreXnPGHOqCRk9cy49bk1Xo5XY6mFsbKJpJ3nJgCK2xs3IdZnbNKs7L5/oVzRwZGeeuzd1ctqRhgi3j6jMM7+fazkbqKrzUVXjoD8c5NBjhDd98jN8+d5grljaypKmSJY2VbMnLGFvt1A4XGOW8u3eMoMfJmnm1BDxOXjoyaseyoy5Af9go3LM8tu++aB7/9/F1eFwO++KiWIGXETdDfFlt1Hxuo1Xcnqw+x5sPDPKZu7aydE4lZ7ZUEfC4mFsb4Kl9GZHcXO2zLRpVPjcLGirsn61tWcI7HE8V9SNPRn2Flwqvi0g8xdzaAG6ngxtWtuRYGUIBD0ORuH0HYk6RTPKSpko+8+ozCtoggl4X7bWGIC91z+Dj4XQoWyCD8TlZTGa3mAl1FV6+/IazJJMsCILwMkBE8mmENWRi+yQiOXv0rpVBtYqUwBhB3Fjp5dvvPIfLOxvoG43Z1oP8bggLGoJFRfIz+wdxKMMLCnDd8jm01fi5KatPbzZXLWsi6HGSTGvWdTZOWL+us4FV7SHb71lX4WUwEuef79sJCh78m8u546Y1AKyeG2LzgaEcX7IlknsKZJJ39Y6yqLECp0OxuLGCXb2GSHY7Fa01fgbCMYaicTuTrJSyRXxGJBcXPZYAa87KuC5sqGB37xjfeGAn27qH+ef7dlLtd/Pjm8+3BVTnnErby1ztdzOn2kciZZxTpc/Fgnoj/um0tj8HSyyHY8kZCTyHQ/HLD1zIB9ct5NarFhc+n4CbwXCCo+bvTUNl8UK1ybh4oZHpdxWw4JQLpRwfLQiCIJzeiEg+TdBa257Wl46MFH1d9jhlS1hlZ5J7zF6+gD0Z7shwFKdDUZs3andBQwVd/eGCHuhnDwyypKnSzmbWVXjZ8IkrcoqisvF7nFx75hyUgsuXNExYX+lzc9cHL+bChXX2sWkNv97czbsu6GBhQ4XdA3f13BDD0URO54e+UeO8e0fHSaYyXRu01uzoGWVxk+EBXtJUyUtHxuzMcW3Qw4DZAq7QqGErizqZd9XKwM/JEclBdhwZ5RsP7OL9P3qGDbv7eMf5HTnWhLefP9d+Hgq4c0R2ld/NwoYgkXiKrd3DjJmFepZlIxxPTZioN1WWzqnib69dyqtXtBRcHzLHhB8ZGacm4J5xVtT6LHdP0u95tvjNX13M317bKRPrBEEQhKKIJ/k0IZZM2wM7dkwxk2y9/shIbiZ5memXbKjwEk+l2d4zSnO1z/bcWiyoDxJPpjk8FOWODV2EAm5uvWoJ6bRmy8EhXrOysMgqxm2vWsprVrVMKTN5w8oW4sk0HpcjpycvwKp2w+Kx5eCQ7c22MslpDUdHY3a3hp1Hx+gPxzlvvuFD7ZxTyf88c4h9fWGq/G6jQDAcR+uJmXQwOiPAFO0W1Znb+FYhYyjgpnvIuAjJ7pQAhrXkgY9exiM7+1jYUMG+vkxrO8tuAXD/i0cBowVadiY5eJKtApnzcfP8IaNwr1jR3lSwRPJ4In2cV556VrSFWNEWmu3DEARBEMoYEcmnCZaHtqnKy4GBSM5Y52wGI3F8bkeOMDlsZpK11hwejnKlOXzBEqubDwyydM7EQiPLSvHhn23m2QOGB/i8+bU0V/sZHU+yapoio7HKR+MURVe131201daixgr8bifbukd4w9nGsr6sThg9Q1FbJFutzi4yBdsSM6P81L4BVrZV0xLy2/2CrdHD2fjcTkJmMV4xbLtFKHNuK9tDOB2Kr795FT954gA1AXfBArhFjZUsajSOaU5OJtllfz6WSL5sST0bdvWRTmt2HR3lerMzxcmmJuBhMJLg6Mj4CYlkqyVba5YHWBAEQRBOF8RucZpgieRLFzegNQVbnYHRAq69JpAzTKJneNwcMmJ0x7DtFuat/8FIwm4Bls2y5iref/kCnj0wxKLGCjrqAnzu7hfYZRYEWm3MTjVOh2JhY5DdWYVxfWMx6kyx2p1lL3lsTz8ddQHazEl5K9tC+N1OUmlNtd+dkw2vKZBJBqMzx2QT4pY0VrKyPcT58+vsZcuaq3j+89ewrrOR79+0hq++aeVxzyvHbuFz01Tlpb7Cw0tHRwl4nFy8qJ5wPMXje/sZGU+yur1mkq3NnFDAQzyZZl9fuGjR3lTZ9JmruPdDl56kIxMEQRCEU4eI5NMEy4+8rrMRpWDTvsGCrxuIxKkNeuxODU1VXiLxFCPRpJ1Rtqr7s20PlojM52PXdHLL2oX8y1tWcdOF89jdO2ZnZ4uNAT4VLGqoyGmx1jcW56w2ww/dYxacJVNpnuzqt7PIYFgq3mZ6gUfGk9RXeFneamTRi02pu/PPz+Pzrzmj6LFUB9zc/cGLJ8RjMotGIWqDHrvvcaXPhVKK77xzDVU+F4ubKu1s/x0bugDDm10KrJZ2o7EkTVUzK9qzqK/wFrSxCIIgCEK5IyL5FKO1tgdCTAcrk9xW46ezqZJN+wcKvm4wbIhkazDIStMScXg4miWSjexgrkgufEvc7XTw8fVLObOlmpXthgj9zXOHaan2zagF2cliUWMF3UNRe/Jc32iMeXVBKn0uu1Dx15u7GR1PTuim8b7LFgAZL/Htb1hBXdCT0z83G7/HeUrGDCulaDYn71n+8HM6arj3w5fyb29ZzTkdNbRU+3hoRy+VXpftez7ZzK/PbLezgA1HEARBEF4JiCf5FPOTJw/w1T++xL0fvnRaXk1LJFf53Zw7r5b/ffYQyVR6QrHdoJlJrrJEcnuI+148yq+eOcS4Kc6tTHK1343bqUik9KR2AoszmqvNaWwJzloyu0VPlkDceyzMgoYgo7EkDZVe5tUFeWRXH0eGx/nqH19i9dyQ3YPZoqnKxz0fusS2nSxvreaZz159ys+hEHOqfMTyCt2ys/xvPncuX39gJyvbQyXrzHDe/Fqe/ezVpLUuOChEEARBEF4JSCb5FPPYnj6Gowk+e9e2nD6/Fn984Qh3b+lmZDyRs9yyW1T73ayZV0M4nmLHkVEGwnG7aC2ZSjNotjKzev6uMovvvr+hix8/cQCPy2F7d5VStggqlknOxu9x0mm1UptFqwVkrB6fvmsrZ37+j4AxHvmT1y3lwECEi7/yEH1jMT5z/Rl267hszmyppjY4sVBvtjl3Xi0r2gq30QO48dw23E5VNOt9sqgNekQgC4IgCK9oJJN8itnaPUyF18VDO3p5qmuA8xdk/LI7j47y/h89AxjZvF+8/0J73bA5SKTK5+LChXU4HYp7tvbwyM5jHB2J8fsPX8q27mFSac1ZbdUcGjTaiZ3ZUsUP3r2GSp+bnz51gHRa54jGhkovfWNTb/W1sr2aF3tGWNw0uyK5oy6I06F4/tCwvawu6OWihfV86fXLuf/FXm5Zt5Cz55amuK1UfOzazknXN1f7+f2HL5OOEYIgCIJQYiSTfAoZisQ5OBDl3RfNw+lQPLqrL2f9H7YdQSm4+ZL5PNU1wLMHMsV5w9EEQdOr2ljpY+2SBv5zYxcvHB6hbyzGrT/fzI+f2E9d0MMVSxupDXrxuhxU+91csbSJc+fV8rUbV/GNt6zO2WdjpY/WkL9o0Vo+lsfZGs4xW3hcDjrqArgcir+41GgVt9DMLr/53Ll8/6Y1p51AniqLGivwl6hHsiAIgiAIBpJJnoRUWvPg9qM8f2iY61c020M4Zsq2bmNS3gUL6ti4p4/H9vQBmczhH184wtlza/jI1Uv4xaaD/NuDu/jeu9bgcjoYGU/YHSsA3rSmnQd39FITcPPRazr57F3bAENgu50O3nvpfC7vbChoNcjm4+s7bSvHVHjd6lZcTger22d/EMPNlywgkUpz00Xz+Ni1naekuE4QBEEQhFcGIpIn4fbfb+d7jxrttv794d3805tWMrc2wC82HeScjhpuXNPO9p4Rqv3uKRW+be02rAHLW6u4aGEd3/6/vYyOJ6j0uTnQH+GFwyN86rqlBL0uPrhuEV/+/Q7e+r0n+M8/P4/haMIuxgO4YmkjC+qD/NmaNt55QQcNFV6++afdvPPCDsAY4DCVW/JLppkR9rmd/FneBLzZ4m1ZY51FIAuCIAiCcDJ5RYvksViS7z2yl1VzQxPahHX1hbnzsX284exWPnXdMt5759N8/f6d+D1OuvrC/NIcbfyjJ/ZTG/TwwEcvx+c2hNrmA4OEAh4qfS6+/2gXD2w/ymeuX8YjO4/RXusnFPBw8cJ6/uPhPbz3h5s4q7Wabd3DeF0OrjvLmKL2/ssX0lTl46O/2MLn7to2QSR7XA4e+tha++f1y+ewfvmc0gdNEARBEAThFcArViTv7h3jnXc8Sc/wOAGPk9/99SUsaKigfyzGF+/ZzkMv9eJxOrjtVUupr/DywXWLeJ9ZVPfvb1vNz58+yHce2YvbqTg0GOX23+/glrULOTIyzo3feRwAv9vJWCxJbdDLe+58mrSGz77aGEpxdkcNdUEPe4+F2bRvgLSGr924Mqfd1+tWt7KvP8w3HtgFwFXLmhAEQRAEQRBKzytWJM+tDbB6bojPr2zltv99ntf9x0aWNFWy59gY4ViKV69s5k3ntNNYaXR9uGpZE4saK3A5FNctb+aM5ipu+PeN3LJuIbt7x7jzsX3c+dg+/G4nDRVeLlhYR99YnM+9ehmVPjdv//6TrF3SwHsungcYtoXHPnkFboeDF3tGODAQsbPI2fz1FYs5NBjll88cokRtcQVBEARBEIQ8VKFevSdlw0qtB/4FcALf11rfXuy1a9as0Zs2bSrJcUyF5w4O8aMn9nNgIMKcKh/vv3wBZ7ZM7FV7bDSGQ0Gd2T92PJHC53aSSmu2HBzkya4Bntg7wEeuWszqvM4KWuvjFtEVQ2vN3VsOs6y5is45s9tVQhAEQRAE4XRGKfWM1nrNcV9XCpGslHICO4GrgUPA08BbtdYvFnr9bItkQRAEQRAE4ZXBVEVyqfoknwfs1lrv1VrHgZ8Bry3RvgRBEARBEAThpFIqkdwKHMz6+ZC5TBAEQRAEQRDKnlKJ5ELm2xxfh1LqfUqpTUqpTceOHSvRYQiCIAiCIAjC9CmVSD4EtGf93AYczn6B1vq7Wus1Wus1DQ0NJToMQRAEQRAEQZg+pRLJTwOLlVLzlVIe4C3Ab0q0L0EQBEEQBEE4qZSkT7LWOqmU+ivgjxgt4H6gtX6hFPsSBEEQBEEQhJNNyYaJaK3vBe4t1fYFQRAEQRAEoVSUym4hCIIgCIIgCKctIpIFQRAEQRAEIQ8RyYIgCIIgCIKQh4hkQRAEQRAEQchDRLIgCIIgCIIg5CEiWRAEQRAEQRDyEJEsCIIgCIIgCHmISBYEQRAEQRCEPEQkC4IgCIIgCEIeIpIFQRAEQRAEIQ8RyYIgCIIgCIKQh9Jaz/YxoJQ6BoSBvtk+ltOEeiRW00HiNT0kXsdHYjR1JFbTQ+I1dSRWU0dilUuH1rrheC8qC5EMoJTapLVeM9vHcTogsZoeEq/pIfE6PhKjqSOxmh4Sr6kjsZo6EquZIXYLQRAEQRAEQchDRLIgCIIgCIIg5FFOIvm7s30ApxESq+kh8ZoeEq/jIzGaOhKr6SHxmjoSq6kjsZoBZeNJFgRBEARBEIRyoZwyyYIgCIIgCIJQFsxYJCul2pVSDyultiulXlBKfdhcXquUul8ptcv8t8ZcvlQp9bhSKqaU+tjxtlNkn+uVUi8ppXYrpW7LWn6lUupZpdQWpdQGpdSimZ5XKZilWP1AKdWrlNqWt7zgPsuJMovXV5VSO5RSzyulfq2UCpXqvGfKSYyXTyn1lFLqOXM7fz/JPm8yt7tLKXWTuSyglLrHjNcLSqnbS33uU6VcYpS3/jf5v2/lQDnFSinlUUp9Vym10/y9emMpz30mlFm83qqU2mp+X/1BKVVfynOfLrMUqz8opYaUUr/LWz5fKfWkuc+fK6U8pTrvmVBmsfqJMrTXNmX8X+ku1XmXHVrrGT2AZuBs83klsBM4A/hH4DZz+W3AV8znjcC5wBeBjx1vOwX25wT2AAsAD/Cc9TrzPcvM57cAd870vErxONWxMtdfBpwNbMtbXnCf5fQos3hdA7jM5195mcdLARXmczfwJHBBgf3VAnvNf2vM5zVAAFhnvsYDPAq8arbjU04xylr/BuC/83/fyuFRTrEC/h74gvncAdTPdnzKNV6AC+i1YmTu/+9mOz6zGStz/ZXAa4Df5S3/BfAW8/m3gQ/MdnzKOFbXmdtRwE/LLValfMw4k6y17tFaP2s+HwW2A63Aa4Efmi/7IfA68zW9WuungcQUt5PPecBurfVerXUc+Jm5LwANVJnPq4HDMz2vUjALsUJr/QgwUGBVwX2WE+UUL631fVrrpPnjE0DbiZ3dyeckxktrrcfMH93mo1DRwrXA/VrrAa31IHA/sF5rHdFaP2xuKw48S5nEq1xiBKCUqgA+Cnzh5J3hyaOcYgW8B/iyub201rrshiGUUbwsERNUSimM/xNfrv8XTjVWaK0fBEazl5nxuQL4Zf4+y4VyiZW5/F5zOxp4ijL5Xj8VnBRPslJqHrAa4wqlSWvdA8aHjHF1M5Pt5NMKHMz6+RAZwXMzcK9S6hDwTqBsbvPmc4piNRkz3udsUAbxyuY9wO9P4P0l50TjpZRyKqW2YGSk7tdaT/dv0dpOCCMj8eD0z6K0lEGM/gH4ZyAyw1M4ZcxmrFTG2vQPyrDT/Y9SqmnGJ3MKmM14aa0TwAeArRji+AzgjhmfTIk5RbEqRh0wlJUAmfAdVk7Mcqyyt+PG0Fh/mMn7T0dOWCSbWZFfAbdqrUdKuB1VYJl1NfQR4DqtdRvwn8DXZnocpeQUxuplQTnFSyn1aSAJ/GSmx1FqTsZ5aq1TWutVGJmC85RSywvtqtBbs47DhXFL7l+11ntnchylYrZjpJRaBSzSWv96Jvs+lcx2rDDsA23ARq312cDjwD/N5DhOBbMdL1PAfABDTLUAzwOfnMlxlJpTGKuih1BokzM5jlJTBrHK5pvAI1rrR2f4/tOOExLJ5h/lr4CfaK3/11x8VCnVbK5vxrhymfZ2TNP6FvPxlxhXeu1Zb2sDDiulGoCVWVdGPwcuOpHzKgWnOFaTMe1IjmKzAAACm0lEQVR9zgZlFC+UURjzauDt5u2msuNkxctCaz0E/AlYr5Q6PyteN1DkbzHr5+8Cu7TW35jxCZWAMonRhcA5Sql9wAZgiVLqTyd0YiWgTGLVj5Ftty4o/gejbqDsKJN4rTLfu8f8nvoFL+P/Cy2OE6ti9AEh84IeJn6HlQVlEivrWD4PNGBYxV4xnEh3C4VxK2e71jo7c/sbwKq2vQm4eybb0Vof1FqvMh/fBp4GFiujItUDvMXc1yBQrZRaYr71agzvTtkwC7GajGntczYop3gppdYDnwBu0FqX5e3xkxivBmXe4lZK+YGrgB1a6yez4vUb4I/ANUqpGmVUVl9jLkMp9QWMuoBbT94ZnjjlEiOt9be01i1a63nAJcBOrfXak3emJ04ZxUoDvwXWmpu8EnjxpJzkSaRc4gV0A2eYiSN4ef9fONVYFcT83XoY+LOp7vNUUy6xMt93M4YX/q1a6/TMzug0Rc+88vISjNsTzwNbzMd1GF6fB4Fd5r+15uvnYFwBjwBD5vOqYtspss/rMCo89wCfzlr+egwf1nMYV0kLZnpepXjMUqx+CvRgmPgPAe81lxfcZzk9yixeuzH8f9b7vz3b8SlhvFYAm83tbAM+N8k+32PGZjfw5+ayNvM4tmcdx82zHZ9yilHe+nmUZ3eLsokV0AE8Ym7jQWDubMenzOP1l+bf3/MYFxh1sx2fMojVo8AxIGq+/1pz+QKMIrTdGHcpvLMdnzKOVRJDd1nHUXQbL7eHTNwTBEEQBEEQhDxk4p4gCIIgCIIg5CEiWRAEQRAEQRDyEJEsCIIgCIIgCHmISBYEQRAEQRCEPEQkC4IgCIIgCEIeIpIFQRAEQRAEIQ8RyYIgCIIgCIKQh4hkQRAEQRAEQcjj/wMrJf68N60xYwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128f1d438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.api import Holt\n",
    "\n",
    "y_hat_avg = test.copy()\n",
    "\n",
    "fit = Holt(train['Count']).fit(smoothing_level=0.3, smoothing_slope=0.1)\n",
    "y_hat_avg['Holt_linear'] = fit.forecast(len(test))\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(y_hat_avg.index, y_hat_avg['Holt_linear'], label='Holt Linear')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Holt Linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "霍尔特线性趋势法： 43.056259611507286\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['Holt_linear']))\n",
    "print('霍尔特线性趋势法：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法6：Holt-Winters季节性预测模型</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "三次平滑预测，水平函数，趋势函数，季节分量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Holt Winter')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128bbea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.api import ExponentialSmoothing\n",
    "\n",
    "y_hat_avg = test.copy()\n",
    "fit = ExponentialSmoothing(train['Count'], seasonal_periods=7, trend='add', seasonal='add').fit()\n",
    "y_hat_avg['Holt_Winter'] = fit.forecast(len(test))\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(y_hat_avg.index, y_hat_avg['Holt_Winter'], label='Holt Winter')\n",
    "plt.legend(loc='best')\n",
    "plt.title('Holt Winter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Holt-Winters季节性预测模型： 23.961492566159794\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['Holt_Winter']))\n",
    "print('Holt-Winters季节性预测模型：', rmse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>方法7：自回归移动平均模型（ARIMA）</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "指数平滑模型都是基于数据中的趋势和季节性的描述，而自回归移动平均模型的目标是描述数据中彼此之间的关系。ARIMA的一个优化版就是季节性ARIMA。它像Holt-Winters季节性预测模型一样，也把数据集的季节性考虑在内。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/wangyutian/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  \"Check mle_retvals\", ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'SARIMA')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128f0fa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "y_hat_avg = test.copy()\n",
    "fit = sm.tsa.statespace.SARIMAX(train['Count'], order=(2, 1, 4), seasonal_order=(0, 1, 1, 7)).fit()\n",
    "y_hat_avg['SARIMA'] = fit.predict(start=\"2013-11-1\", end=\"2013-12-31\", dynamic=True)\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(train.index, train['Count'], label='Train')\n",
    "plt.plot(test.index, test['Count'], label='Test')\n",
    "plt.plot(y_hat_avg.index, y_hat_avg['SARIMA'], label='SARIMA')\n",
    "plt.legend(loc='best')\n",
    "plt.title('SARIMA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自回归移动平均模型（ARIMA）： 26.067414666253228\n"
     ]
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(test['Count'], y_hat_avg['SARIMA']))\n",
    "print('自回归移动平均模型（ARIMA）：', rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
